├── .gitignore ├── LICENSE ├── README.md ├── annotations ├── deep_fashion │ ├── detailed_deepfashion2_captions.csv │ ├── shortened_deepfashion2_captions.csv │ ├── test_captions.csv │ ├── test_fsl_train.txt │ ├── train_coarse_grained_names.csv │ ├── validation_captions.csv │ └── validation_fsl_train.txt └── ytvos │ ├── cleaned_captions_ytvos_test.csv │ ├── cleaned_captions_ytvos_val.csv │ ├── ytvos_joint_captions.csv │ └── ytvos_personalization_meta.yaml ├── deep_fashion └── prepare_deep_fashion2_initial_directory_structure.py ├── environment.yaml ├── inversion_training ├── get_visual_features.py ├── parse_mscoco_txt.py └── text_from_open_images.py ├── palavra_main_panels.png └── ytvos ├── prepare_YTVOS_initial_directory_structure.py └── ytvos_read_split.py /.gitignore: -------------------------------------------------------------------------------- 1 | data 2 | .idea 3 | ytvos/joint_captions.csv 4 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International 2 | Public License 3 | 4 | By exercising the Licensed Rights (defined below), You accept and agree 5 | to be bound by the terms and conditions of this Creative Commons 6 | Attribution-NonCommercial-ShareAlike 4.0 International Public License 7 | ("Public License"). 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2 | 3 | # PerVL Benchmark 4 | 5 | 6 | This reporsitory contains the annotations and scripts for the PerVL benchmarks reported in the paper 7 | 8 | > "This is my unicorn, Fluffy": Personalizing frozen vision-language representations , *Niv Cohen, Rinon Gal, Eli A. Meirom, Gal Chechik, Yuval Atzmon*, ECCV 2022 (Oral) 9 | 10 | ## Setup 11 | 1. Make sure you have miniconda or anaconda installed 12 | 2. Install and activate the project conda environment 13 | ``` 14 | conda env create --file ./environment.yaml 15 | conda activate palavra 16 | pip install git+https://github.com/openai/CLIP.git 17 | ``` 18 | 19 | ## Prepare the data 20 | ### PerVL-YTVOS 21 | 1. Get the Youtube-VOS data from its official website: https://youtube-vos.org/dataset/vos/ (2019 version) 22 | 2. Put the train.zip under the directory data/youtube_vos and unzip 23 | 3. Prepare YTVOS initial directory structure: 24 | ``` 25 | cd ytvos 26 | python prepare_YTVOS_initial_directory_structure.py 27 | python ytvos_read_split.py 28 | ``` 29 | 30 | 31 | ### PerVL-DeepFashion2 32 | 1. Get the DeepFashion2 train data from its official website: https://github.com/switchablenorms/DeepFashion2 33 | 2. Put the train.zip filer under the directory data/deep_fashion2 and unzip 34 | 3. Prepare deep_fashion initial directory structure:
35 | ``` 36 | cd deep_fashion 37 | python prepare_deep_fashion2_initial_directory_structure.py 38 | ``` 39 | 40 | ### Data for training an inversion model 41 | 1. Download the parsed caption file from this project: 42 |
https://github.com/yuvalatzmon/compositional-relationships-data/blob/master/mscoco-train2014-svo-2016-02-18.txt
43 | and save under the directory: 44 | `data/inversion_model_train_data` 45 | 2. Parse the ms-coco annotation file to choose the top common classes: 46 | ``` 47 | cd inversion_training 48 | python parse_mscoco_txt.py 49 | ``` 50 | 51 | 52 | 4. Download ms-coco 2014 train set from here: https://cocodataset.org/#download 53 | and unzip it to under `data/inversion_model_train_data` 54 | 55 | 5. Extract visual features using the CLIP network:
56 | ``` 57 | cd inversion_training 58 | python get_visual_features.py 59 | ``` 60 | 61 | 6. Download open-images class names from:
62 | https://storage.googleapis.com/openimages/v6/oidv6-class-descriptions.csv
63 | and save under the directory: 64 | `data/inversion_model_train_data` 65 | 7. Find matches between chosen ms-coco classes and open-images class names by running:
66 | `python text_from_open_images.py` 67 | 68 | ## Directory Structure 69 | directory | file | description 70 | ---|---|--- 71 | `annotations/` | * | CSV and YAML files with the split and annotation we prepared for PerVL-DeepFashion2 and PerVL-YTVOS. 72 | `deep_fashion/` | * | Scripts to create a folder strucutre for the deep_fashion2 benchmark 73 | `ytvos/` | * | Scripts to create a folder strucutre for the youtube-vos benchmark 74 | `inversion_training/` | * | Scripts to preprocess ms-coco data for training an inversion module 75 | 76 | 77 | ## License and attribution 78 | 79 | Copyright (C) 2022 NVIDIA Corporation. All rights reserved. 80 | 81 | The benchmark and annotations are made available under the [CC-BY-NC-SA-4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/). If you remix, transform, or build upon the material, you must distribute your contributions under the same license as the original. To view a copy of this license, visit the LICENSE file in this repository root. 82 | 83 | For license information regarding the DeepFashion2 dataset and its annotations, please refer to the [official website](https://github.com/switchablenorms/DeepFashion2). 84 | 85 | YouTube-VOS dataset **annotations** were released under [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/). For license information regarding the YouTube-VOS dataset and its annotations, please refer to the [official website](https://youtube-vos.org). 86 | 87 | COCO dataset **annotations** were released under [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/). For license information regarding the COCO dataset and its annotations, please refer to the [official website](https://cocodataset.org). 88 | 89 | compositional-relationships-data were released under [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/). For license information regarding the compositional-relationships-data repository, please refer to the [official website](https://github.com/yuvalatzmon/compositional-relationships-data). 90 | 91 | OpenImages **annotations** were released under [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/). For license information regarding OpenImages dataset, please refer to the [official website](https://storage.googleapis.com/openimages/web/factsfigures.html). 92 | 93 | ## Cite the paper 94 | If you use the contents of this project, please cite our paper. 95 | 96 | @inproceedings{eccv2022_palavra_cohen, 97 | author = {Cohen, Niv and Gal, Rinon and Meirom, Eli A. and Chechik, Gal and Atzmon, Yuval}, 98 | booktitle = {European Conference on Computer Vision (ECCV) }, 99 | title = {"This is my unicorn, Fluffy": Personalizing frozen vision-language representations}, 100 | year = {2022} 101 | } 102 | 103 | For business inquiries, please contact [researchinquiries@nvidia.com](researchinquiries@nvidia.com)
104 | For press and other inquiries, please contact Hector Marinez at [hmarinez@nvidia.com](hmarinez@nvidia.com) 105 | -------------------------------------------------------------------------------- /annotations/deep_fashion/shortened_deepfashion2_captions.csv: -------------------------------------------------------------------------------- 1 | image_name,pair_id,caption 2 | train/image/089844.jpg,7096,the person is facing a glass store display. 3 | train/image/088781.jpg,7013,the person stands by a deck. 4 | train/image/053319.jpg,4217,a person is standing beside a table and facing a door. 5 | train/image/123350.jpg,9749,the person sits with one leg crossed. 6 | train/image/053448.jpg,4224,a person is posing in front of a glass railing. 7 | train/image/034604.jpg,2723,a bed is behind the posing person. 8 | train/image/052168.jpg,4128,a shelf is in front of a standing person. 9 | train/image/089835.jpg,7096,the person poses next to flowers. 10 | train/image/139731.jpg,10993,an unmade bed is behind the person. 11 | train/image/006885.jpg,564,a lime green bed stands behind a person. 12 | train/image/011149.jpg,885,dining chairs stand behind a person. 13 | train/image/167807.jpg,13158,a person stands in front of red curtains. 14 | train/image/043377.jpg,3430,a person stands in front of toiletries. 15 | train/image/005599.jpg,452,trees form a row next to the person. 16 | train/image/013909.jpg,1115,a person poses in front of a painting. 17 | train/image/011130.jpg,885,the person is walking past outdoor seating. 18 | train/image/081944.jpg,6471,"behind a person, another person is at a desk." 19 | train/image/037572.jpg,2946,the desk is behind a standing person. 20 | train/image/013907.jpg,1115,a person stands next to a wall. 21 | train/image/032986.jpg,2594,a person is standing in front of a white cabinet. 22 | train/image/008410.jpg,683,a person is standing on a white floor. 23 | train/image/069591.jpg,5513,a person poses in the kitchen. 24 | train/image/083584.jpg,6588,behind the person are a tv and a brown chair and wardrobe. 25 | train/image/066482.jpg,5262,a person is in front of a white staircase railing. 26 | train/image/182866.jpg,14346,a person stands in front of a swivel chair. 27 | train/image/083849.jpg,6615,a person is standing in front of shelves. 28 | train/image/180269.jpg,14124,the person stands in the middle of a room. 29 | train/image/003849.jpg,309,a purple mat is where the person is sitting. 30 | train/image/158171.jpg,12398,the person is facing a white bunk bed. 31 | train/image/143121.jpg,11227,on an overpass stands a person. 32 | train/image/134539.jpg,10613,a person poses in front of a tall statue. 33 | train/image/011125.jpg,885,the person stands atop a block. 34 | train/image/007240.jpg,588,a basket of red produce is in the hands of a person standing. 35 | train/image/032992.jpg,2594,the person stands in a room. 36 | train/image/109767.jpg,8691,a jacket hangs behind the posing person. 37 | train/image/005619.jpg,452,a beach is in front of the person. 38 | train/image/053439.jpg,4224,glass walls are behind a person. 39 | train/image/066489.jpg,5262,a white bookcase stands behind a person. 40 | train/image/032998.jpg,2594,a person sits on pink furniture. 41 | train/image/083591.jpg,6588,a counter is in front of the person. 42 | train/image/078698.jpg,6212,an upholstered ivory chair is behind the posing person. 43 | train/image/046815.jpg,3694,a beige barstool stands behind a person. 44 | train/image/053684.jpg,4238,a person is on a cobblestone path. 45 | train/image/003857.jpg,309,a person walks down a light colored road. 46 | train/image/033000.jpg,2594,green bunkbeds are on either side of a person. 47 | train/image/019945.jpg,1576,a white brick wall is on one side of a person. 48 | train/image/011135.jpg,885,a person is posing in front of shoes. 49 | train/image/185743.jpg,14582,wooden table and chairs are behind the posing person. 50 | train/image/185744.jpg,14582,a person is standing in front of a doorway. 51 | train/image/089196.jpg,7044,in the corner of the room the person poses. 52 | train/image/140043.jpg,11013,a blue rug is behind a person. 53 | train/image/078703.jpg,6212,a person is sitting on a light-colored couch. 54 | train/image/012294.jpg,993,a person is standing on a floor. 55 | train/image/075632.jpg,5971,a person poses in front of a shop. 56 | train/image/158218.jpg,12402,a person is facing long gold curtains. 57 | train/image/122437.jpg,9678,a bathroom counter has a person standing in front of it. 58 | train/image/149157.jpg,11700,the person faces a neat white vanity. 59 | train/image/143099.jpg,11227,a sink and a counter stands in front of a person. 60 | train/image/046823.jpg,3694,a pair of shoes is by the feet of the person. 61 | train/image/079662.jpg,6282,a person walked on a brick walkway. 62 | train/image/043393.jpg,3430,the person faces a pink couch. 63 | train/image/088767.jpg,7013,a person stands in front of trees. 64 | train/image/180262.jpg,14124,a person stands near a gold phone. 65 | train/image/149257.jpg,11707,a person grabs their clothing. 66 | train/image/008416.jpg,683,the person facing the other way is in front of a wall. 67 | train/image/148823.jpg,11674,a person is standing in front of another person. 68 | train/image/005617.jpg,452,the person sits on boulders. 69 | train/image/164962.jpg,12915,a person is standing in front of a car and a tree. 70 | train/image/077373.jpg,6103,a white wooden door is behind the standing person. 71 | train/image/083866.jpg,6615,a person poses in front of a light brown cabinet. 72 | train/image/083857.jpg,6615,a person poses near a blue towel. 73 | train/image/002648.jpg,221,a person stands by a tan wall. 74 | train/image/127485.jpg,10071,the person is posing on stairs. 75 | train/image/140053.jpg,11013,a person is in the park. 76 | train/image/149256.jpg,11707,a person is looking up at the camera. 77 | train/image/158213.jpg,12402,"in a white bathroom, a person stands." 78 | train/image/042152.jpg,3332,the person stands by a white counter. 79 | train/image/030612.jpg,2416,a person is standing by an open window. 80 | train/image/073880.jpg,5833,a person stands in front of a ladder. 81 | train/image/080667.jpg,6363,a person leans on a tall wardrobe. 82 | train/image/189502.jpg,14881,"in a living room, a person is standing." 83 | train/image/127631.jpg,10080,the person stands between a table and a bed. 84 | train/image/053325.jpg,4217,tall pale cabinets are behind the person. 85 | train/image/167805.jpg,13158,floor-length red curtains hang behind a person. 86 | train/image/051002.jpg,4036,a person is standing in front of a white piece of furniture. 87 | train/image/072623.jpg,5740,a person stands in front of a curtained shelf. 88 | train/image/074025.jpg,5841,a person stands in a room. 89 | train/image/012306.jpg,993,a chair is beside a person. 90 | train/image/185748.jpg,14582,a person stands at twilight. 91 | train/image/167804.jpg,13158,backpacks are behind the posing person. 92 | train/image/141811.jpg,11132,a person stands in front of a glass case. 93 | train/image/134536.jpg,10613,the person sits on an aqua-colored cushion. 94 | train/image/182875.jpg,14346,the person poses by a sports net. 95 | train/image/118437.jpg,9376,a bed is behind a person. 96 | train/image/127618.jpg,10080,black office chairs surround the person. 97 | train/image/158224.jpg,12402,a square bricked street lies below a person. 98 | train/image/190014.jpg,14923,white cabinets are behind the person. 99 | train/image/160039.jpg,12528,a bathroom sink stands in front of a person. 100 | train/image/180274.jpg,14124,a person crouches in front of an art piece. 101 | train/image/007254.jpg,588,a person stands on a street. 102 | train/image/021854.jpg,1735,the person faces a brown dresser. 103 | train/image/127494.jpg,10071,a person poses next to a pink and green basket. 104 | train/image/070355.jpg,5569,a person is facing a entrance door. 105 | train/image/164949.jpg,12915,a person is posing near two colorful parrots. 106 | train/image/043394.jpg,3430,a person is leaning on a railing. 107 | train/image/074029.jpg,5841,a person is standing on the edge of a stair. 108 | train/image/189495.jpg,14881,the carpet is beneath a person who leans on a bar counter. 109 | train/image/143050.jpg,11222,a person poses in a gazebo. 110 | train/image/003839.jpg,309,food is lifted to a person's lips. 111 | train/image/075633.jpg,5971,the person faces posters on a wall. 112 | train/image/051006.jpg,4036,a white bed is behind a posing person. 113 | train/image/078696.jpg,6212,a colorful blanket is behind the person. 114 | train/image/013620.jpg,1096,the person sits in the car. 115 | train/image/079651.jpg,6282,a person stands near a curved tiled bar. 116 | train/image/180263.jpg,14124,a water dispenser is in front of a person. 117 | train/image/051019.jpg,4036,a person is posing in front of furniture. 118 | train/image/051013.jpg,4036,a storage table is behind the person. 119 | train/image/021846.jpg,1735,the person is sitting on a woven chair. 120 | train/image/081955.jpg,6471,a spa counter is behind a person standing. 121 | train/image/182874.jpg,14346,next to a soccer net stands a person. 122 | train/image/027390.jpg,2164,the person is leaning on a railing. 123 | train/image/032985.jpg,2594,a person leans against a plain white wall. 124 | train/image/149400.jpg,11716,a person walks along a walkway. 125 | train/image/034606.jpg,2723,a person poses in front of a storage chest. 126 | train/image/149405.jpg,11716,"in front of a huge boulder, a person is standing." 127 | train/image/167800.jpg,13158,a built in shelf is near a posing person. 128 | train/image/124850.jpg,9867,a person stands in front of a wall. 129 | train/image/034599.jpg,2723,bright windows are behind the person. 130 | train/image/006889.jpg,564,the bed is behind a posing person. 131 | train/image/056649.jpg,4481,"on a grey brick road, a person is walking." 132 | train/image/164965.jpg,12915,a person sits on a grey stone step. 133 | train/image/149269.jpg,11707,behind the person is an open clothing storage unit. 134 | train/image/037477.jpg,2938,a person is walking along a wooden walkway. 135 | train/image/189508.jpg,14881,the person sits in a black chair. 136 | train/image/012350.jpg,996,standing in a yard is a person. 137 | train/image/143119.jpg,11227,a person is looking at reflecting lights. 138 | train/image/019502.jpg,1541,the person stands on a wooden walkway. 139 | train/image/114210.jpg,9040,the person stands behind wooden chairs. 140 | train/image/005007.jpg,399,the person is standing in a stairwell. 141 | train/image/019504.jpg,1541,the person stands on a wooden deck. 142 | train/image/007250.jpg,588,the person stands on a decorative brick surface. 143 | train/image/046829.jpg,3694,a laptop keyboard is in front of the person. 144 | train/image/148829.jpg,11674,the person is standing in front of a white tiled wall. 145 | train/image/034159.jpg,2684,the person stands outside of a fence. 146 | train/image/027379.jpg,2164,a person is standing among lockers. 147 | train/image/051056.jpg,4037,a person sits on a bull. 148 | train/image/003838.jpg,309,a person is having shorts on. 149 | train/image/114220.jpg,9040,a person is leaning on a wall. 150 | train/image/056644.jpg,4481,a salon chair has a person sitting in it. 151 | train/image/012340.jpg,996,dead leaves are behind the person. 152 | train/image/171292.jpg,13417,the person stands in front of a light colored wood desk. 153 | train/image/182865.jpg,14346,a person is in a park. 154 | train/image/047435.jpg,3747,a person is standing on a green carpet. 155 | train/image/012142.jpg,978,a table is behind a person. 156 | train/image/007234.jpg,588,a person is touching their hat. 157 | train/image/182863.jpg,14346,a mannequin stand is behind the person. 158 | train/image/143102.jpg,11227,the person sits on a pile of rocks. 159 | train/image/109773.jpg,8691,a wall is beside the standing person. 160 | train/image/143034.jpg,11222,a plant is behind the person. 161 | train/image/182861.jpg,14346,behind the person is a white brick wall. 162 | train/image/003837.jpg,309,a desk is behind the person. 163 | train/image/149402.jpg,11716,a person poses in front of a white painted kitchen. 164 | train/image/056635.jpg,4481,rows of shoes are behind the person. 165 | train/image/160031.jpg,12528,shelves are behind the person. 166 | train/image/051015.jpg,4036,behind the person is a refrigerator. 167 | train/image/047230.jpg,3731,a person is standing in a room. 168 | train/image/088762.jpg,7013,trees are behind the person. 169 | train/image/182867.jpg,14346,a person is sitting in a small chair. 170 | train/image/081953.jpg,6471,a person is standing on a floor. 171 | train/image/074024.jpg,5841,a person faces the underside of a staircase. 172 | train/image/149258.jpg,11707,a person is standing on the floor. 173 | train/image/167792.jpg,13158,the person stands in a room. 174 | train/image/043386.jpg,3430,a person is walking on a stone walkway. 175 | train/image/007244.jpg,588,a person walks in front of a row of trees. 176 | train/image/003843.jpg,309,a person is sitting on a couch. 177 | train/image/053697.jpg,4238,the person walks on honeycomb-like tiles. 178 | train/image/148832.jpg,11674,a screen stands behind the person. 179 | train/image/107744.jpg,8529,the person is sitting on a brown leather seat. 180 | train/image/127621.jpg,10080,a desk is in the foreground as the person faces a window. 181 | train/image/047434.jpg,3747,a person stands next to a chair. 182 | train/image/034164.jpg,2684,"in an outside garden, a person is standing." 183 | train/image/088760.jpg,7013,the person walks on a brick road. 184 | train/image/164948.jpg,12915,the walls are behind the person. 185 | train/image/027376.jpg,2164,a person is stretching out their fancy skirt. 186 | train/image/030625.jpg,2416,a person stands beside a small tan table. 187 | train/image/182857.jpg,14346,a person is standing in front of white furniture. 188 | train/image/158212.jpg,12402,the person stands in front of curtains. 189 | train/image/012341.jpg,996,the person sits on a black leather couch. 190 | train/image/148831.jpg,11674,the person perches on a cabinet. 191 | train/image/079658.jpg,6282,food products are lined up against a wall near a person. 192 | train/image/123364.jpg,9749,in front of a medicine cabinet a person is standing. 193 | train/image/081377.jpg,6425,the storefront is in front of a person. 194 | train/image/051010.jpg,4036,the person poses on a bed. 195 | train/image/051004.jpg,4036,a person stands in front of a dark brown door. 196 | train/image/027392.jpg,2164,a person leans against a railing. 197 | train/image/072634.jpg,5740,the person walks toward a bench. 198 | train/image/053329.jpg,4217,the person stands on a railed balcony. 199 | train/image/046817.jpg,3694,a fan is behind the posing person. 200 | train/image/124853.jpg,9867,a person poses in front of a vase. 201 | train/image/089192.jpg,7044,a person is posing in her room. 202 | train/image/149262.jpg,11707,there's a bed in the room where a person stands. 203 | train/image/141800.jpg,11132,a pink chair has a person sitting in it. 204 | train/image/124864.jpg,9867,slippers are behind the posing person. 205 | train/image/167803.jpg,13158,the person stands in front of a bathroom sink. 206 | train/image/083581.jpg,6588,a wardrobe and a desk are behind a posing person. 207 | train/image/118433.jpg,9376,a shiny brown floor has a person posing on it. 208 | train/image/080682.jpg,6363,a tall pink storage unit is behind the person. 209 | train/image/099538.jpg,7884,a person is walking on a sidewalk. 210 | train/image/030616.jpg,2416,a window is behind a standing person. 211 | train/image/048131.jpg,3808,a person stands facing a blue door. 212 | train/image/088765.jpg,7013,the person sits on a wooden bench. 213 | train/image/140051.jpg,11013,a person is walking towards an open white door. 214 | train/image/158230.jpg,12402,a building is behind a person. 215 | train/image/049479.jpg,3926,a display screen hangs above cabinets behind the person. 216 | train/image/122445.jpg,9678,"in the room, a person stands." 217 | train/image/005005.jpg,399,a person sits in a restaurant. 218 | train/image/140059.jpg,11013,a blue sofa is behind the person. 219 | train/image/140055.jpg,11013,wooden cabinets are behind the person. 220 | train/image/030613.jpg,2416,"in front of a cluttered vanity, a person poses." 221 | train/image/013621.jpg,1096,the person holds a floral bouquet. 222 | train/image/012153.jpg,978,the person faces the wall. 223 | train/image/149139.jpg,11700,a person sits on a bench. 224 | train/image/012289.jpg,993,a person is standing on a multi-colored floor covering. 225 | train/image/077360.jpg,6103,a large green plant stands behind a person. 226 | train/image/003846.jpg,309,a person is standing on a tan floor. 227 | train/image/078692.jpg,6212,a person stands in front of a sofa. 228 | train/image/132884.jpg,10488,a brick wall is behind the standing person. 229 | train/image/006524.jpg,532,the person stands on tiled flooring. 230 | train/image/095072.jpg,7508,a person is standing in front of an open sliding door. 231 | train/image/021856.jpg,1735,a dark brown vanity stands behind a person. 232 | train/image/092873.jpg,7330,a person is standing between two doors. 233 | train/image/167791.jpg,13158,a purple rug has a person on it. 234 | train/image/149143.jpg,11700,a red curtain hangs behind the person. 235 | train/image/095059.jpg,7508,shelves are behind the person. 236 | train/image/019941.jpg,1576,a dimly lit hallway is behind a standing person. 237 | train/image/047244.jpg,3731,a red cloth are behind the person. 238 | train/image/107753.jpg,8529,shelves and a blanket are behind the person. 239 | train/image/143109.jpg,11227,a person lifts off the floor. 240 | train/image/095054.jpg,7508,a person poses in front of a vast green field. 241 | train/image/122436.jpg,9678,a pillow is next to the person's hand. 242 | train/image/140031.jpg,11013,a person is standing near a wooden desk. 243 | train/image/021844.jpg,1735,the person holds onto the stone railing. 244 | train/image/079649.jpg,6282,a person stands in a field. 245 | train/image/037571.jpg,2946,the person stands next to dark chairs and desks. 246 | train/image/141802.jpg,11132,a wall is behind a person. 247 | train/image/047445.jpg,3747,a person is standing on a bright green carpet. 248 | train/image/107755.jpg,8529,a person sits on a striped carpet. 249 | train/image/051007.jpg,4036,the person faces a refrigerator. 250 | train/image/182869.jpg,14346,a person sits on a soccer field. 251 | train/image/053450.jpg,4224,the person stands on a road. 252 | train/image/078688.jpg,6212,a person is sitting in a chair. 253 | train/image/167793.jpg,13158,a person poses in front of a glass window. 254 | train/image/092870.jpg,7330,"a van, a motorbike and other vehicles are behind the person." 255 | train/image/019508.jpg,1541,a person is posing by a window. 256 | train/image/037556.jpg,2946,an inset shelf is near the person. 257 | train/image/066497.jpg,5262,a person stands in front of a fan. 258 | train/image/114214.jpg,9040,the person stands in an open doorway. 259 | train/image/124860.jpg,9867,a person stands in front of a toilet. 260 | train/image/053330.jpg,4217,the person stands on a brick walkway. 261 | train/image/053441.jpg,4224,a person is facing towards a short red stool. 262 | train/image/114213.jpg,9040,a person poses in front of yellow curtains. 263 | train/image/043375.jpg,3430,a person is standing at the rail of a narrow deck. 264 | train/image/051000.jpg,4036,a person poses in front of a dark brown door. 265 | train/image/008401.jpg,683,a person is standing beside a bed. 266 | train/image/075631.jpg,5971,a person stands in front of a door. 267 | train/image/046825.jpg,3694,a tall mountain range stretches behind a posing person. 268 | train/image/049484.jpg,3926,a person is standing. 269 | train/image/030623.jpg,2416,the person stands by a ladder. 270 | train/image/008402.jpg,683,a person is standing in front of a sink. 271 | train/image/037563.jpg,2946,a person has a hand on a chair. 272 | train/image/171274.jpg,13417,a person is standing in a room. 273 | train/image/158210.jpg,12402,a couch and curtains fill the room where a person is standing. 274 | train/image/053327.jpg,4217,the person stands in front of railing. 275 | train/image/048137.jpg,3808,a person stands in front of a long yellow screen. 276 | train/image/139732.jpg,10993,a person is standing in front of a twin bed. 277 | train/image/123365.jpg,9749,a person is working at a desk. 278 | train/image/056639.jpg,4481,shelves are behind the person. 279 | train/image/127635.jpg,10080,a person is standing on a white furry rug. 280 | train/image/042147.jpg,3332,the person stands beneath a white light fixture. 281 | train/image/189497.jpg,14881,there is a large red bureau behind a person. 282 | train/image/052176.jpg,4128,a wall of shoes stand behind the person. 283 | train/image/007241.jpg,588,a concrete wall is behind a person. 284 | train/image/182871.jpg,14346,a blue wardrobe is behind the person. 285 | train/image/089191.jpg,7044,the person stands by storage lockers. 286 | train/image/042161.jpg,3332,a person stands in front of a makeup counter. 287 | train/image/006526.jpg,532,a wall is behind the person. 288 | train/image/143105.jpg,11227,a person stands by a purple sofa. 289 | train/image/148817.jpg,11674,a person poses on a bridge. 290 | train/image/053696.jpg,4238,the person bends over a blue pool table. 291 | train/image/052155.jpg,4128,a green vending machine is next to the person. 292 | train/image/017641.jpg,1403,a wall is behind a person. 293 | train/image/158211.jpg,12402,wooden poles are behind the person. 294 | train/image/051060.jpg,4037,there are wooden beams beneath stands a person. 295 | train/image/012156.jpg,978,the person is walking toward a staircase. 296 | train/image/066492.jpg,5262,a person with a panda head. 297 | train/image/089828.jpg,7096,a green lamp sits next to a standing person. 298 | train/image/053311.jpg,4217,a person goes through a grassy path. 299 | train/image/171277.jpg,13417,a person poses in a white walled room. 300 | train/image/051012.jpg,4036,a person is standing in front of a couch. 301 | train/image/072629.jpg,5740,a person poses by a fence. 302 | train/image/037565.jpg,2946,the person stands beside a chair. 303 | train/image/072631.jpg,5740,a person is posing against a tall tree. 304 | train/image/012159.jpg,978,the person walks towards a flight of stairs. 305 | train/image/051046.jpg,4037,a boulder has a person leaning on it. 306 | train/image/017638.jpg,1403,a person poses in front of a white vanity. 307 | train/image/012344.jpg,996,a person stands in front of a bed. 308 | train/image/032979.jpg,2594,weathered buildings stand on either side of the person. 309 | train/image/095063.jpg,7508,on green grass a person is sitting. 310 | train/image/007251.jpg,588,the person stands in front of a picture. 311 | train/image/051008.jpg,4036,a person posing in front of a huge wall. 312 | train/image/034175.jpg,2684,the person stands in front of a paned window. 313 | train/image/095060.jpg,7508,a person crouches on a square brick walkway. 314 | train/image/092866.jpg,7330,a person poses in front of stairs. 315 | train/image/047447.jpg,3747,the person is facing a black leather loveseat. 316 | train/image/051041.jpg,4037,a person poses on a bridge. 317 | train/image/007258.jpg,588,the person stands on a paved white road. 318 | train/image/006535.jpg,532,the person stands in the purple studio. 319 | train/image/019961.jpg,1576,a room is where a person stands. 320 | train/image/051001.jpg,4036,a green door stands behind a person posing. 321 | train/image/007245.jpg,588,a person is walking under palm tree fronds. 322 | train/image/053430.jpg,4224,a person leans in front of a brown door. 323 | train/image/012141.jpg,978,a chair is behind the person. 324 | train/image/081384.jpg,6425,the person is standing on a ledge. 325 | train/image/176031.jpg,13796,a person is fixing their hair. 326 | train/image/124866.jpg,9867,a person sits on a bed. 327 | train/image/005605.jpg,452,a yellow curtain hangs next to a person. 328 | train/image/048133.jpg,3808,a thin white curtain hangs next to a standing person. 329 | train/image/134532.jpg,10613,the person poses in front of a statue. 330 | train/image/074027.jpg,5841,a wall forms the person's backdrop. 331 | train/image/083592.jpg,6588,a person stands on a speckled tiled floor. 332 | train/image/114099.jpg,9035,a bed is behind a person. 333 | train/image/053433.jpg,4224,posters are behind the person. 334 | train/image/053686.jpg,4238,a white wardrobe stands behind a person. 335 | train/image/037472.jpg,2938,a person sits in a car. 336 | train/image/037461.jpg,2938,a person has their hands on their hips. 337 | train/image/013631.jpg,1096,a person poses next to bushes and trees. 338 | train/image/049467.jpg,3926,a person walks along a brick walkway. 339 | train/image/074021.jpg,5841,"the person faces a brown desk, stool, and chair." 340 | train/image/053431.jpg,4224,the person sits on a black chair. 341 | train/image/069600.jpg,5513,a person leans over a fence. 342 | train/image/047453.jpg,3747,a black loveseat is behind the posing person. 343 | train/image/012143.jpg,978,the person stands in an open doorway. 344 | train/image/075617.jpg,5971,a person stands on astroturf. 345 | train/image/027378.jpg,2164,the person stands by a balcony wall. 346 | train/image/037582.jpg,2946,the person sits on a purple couch. 347 | train/image/149397.jpg,11716,the person sits on a tan leather chair. 348 | train/image/046827.jpg,3694,the person poses with white bathroom fixtures. 349 | train/image/127634.jpg,10080,the person stands in front of white cabinets. 350 | train/image/148828.jpg,11674,a person is posing on a long sidewalk. 351 | train/image/019947.jpg,1576,a person stands in a room. 352 | train/image/149398.jpg,11716,the person stands under an umbrella. 353 | train/image/037473.jpg,2938,a person is sitting on a white ottoman. 354 | train/image/149154.jpg,11700,the person stands on the beige floor. 355 | train/image/141790.jpg,11132,the person sits on a red couch. 356 | train/image/132886.jpg,10488,a person walks along a brick walkway. 357 | train/image/089840.jpg,7096,behind the person is a hand-painted mural. 358 | train/image/182859.jpg,14346,the person stands on a green grassy field. 359 | train/image/149144.jpg,11700,the person stands by a white chair. 360 | train/image/073888.jpg,5833,a person stands in front of a door. 361 | train/image/149399.jpg,11716,the person faces a large tree. 362 | train/image/008396.jpg,683,"in front of a ventilator, a person is standing." 363 | train/image/122443.jpg,9678,a person trying on clothes. 364 | train/image/069606.jpg,5513,black wall shelves are behind the person. 365 | train/image/084513.jpg,6668,the person stands beside a wicker chair. 366 | train/image/099535.jpg,7884,a person sits on a railing. 367 | train/image/164951.jpg,12915,the person poses by a wall. 368 | train/image/074015.jpg,5841,the person is sitting on a chair. 369 | train/image/139729.jpg,10993,a person stands in front of a bed. 370 | train/image/114202.jpg,9040,a person is standing in a hall. 371 | train/image/053699.jpg,4238,the person stands between ladders. 372 | train/image/114215.jpg,9040,a person poses in front of yellow curtains. 373 | train/image/079648.jpg,6282,the person faces a framed floral picture. 374 | train/image/030624.jpg,2416,a tan coffee table is behind a posing person. 375 | train/image/034160.jpg,2684,the person faces a blue stepstool. 376 | train/image/190013.jpg,14923,a person faces a storage locker. 377 | train/image/019509.jpg,1541,a display screen is behind the person. 378 | train/image/158157.jpg,12398,the person is holding a white card. 379 | train/image/085115.jpg,6710,a city street is behind the person. 380 | train/image/095069.jpg,7508,the person stands on a brick path. 381 | train/image/053320.jpg,4217,a person is standing in a nail salon. 382 | train/image/092865.jpg,7330,a person stands in a stairwell. 383 | train/image/149159.jpg,11700,the painting and the brown door are behind the person. 384 | train/image/158158.jpg,12398,a person is standing in front of a bunkbed. 385 | train/image/127490.jpg,10071,"standing in front of a stairway, a person is posing." 386 | train/image/134533.jpg,10613,the person stands in front of bunkbeds. 387 | train/image/074012.jpg,5841,a wooden desk is behind the person. 388 | train/image/139730.jpg,10993,the person stands on a brick-like floor. 389 | train/image/073887.jpg,5833,a person stands by a metal railing. 390 | train/image/081386.jpg,6425,a person poses in front of a bed. 391 | train/image/077355.jpg,6103,the person poses in front of a row of cars. 392 | train/image/073882.jpg,5833,a sliding ladder is behind the person. 393 | train/image/143103.jpg,11227,behind the person is a large white storage cabinet. 394 | train/image/008408.jpg,683,the person stands in front of a rectangular cabinet. 395 | train/image/149392.jpg,11716,"between two small trees, a person is posing." 396 | train/image/070350.jpg,5569,the person leans on a brass door rail. 397 | train/image/043380.jpg,3430,a person poses on a plush white couch. 398 | train/image/012150.jpg,978,the person stands between a plant and a table. 399 | train/image/109760.jpg,8691,a person stands next to an empty clothing rack. 400 | train/image/047234.jpg,3731,a bed is behind the person. 401 | train/image/160030.jpg,12528,a person stands in front of shelves. 402 | train/image/013915.jpg,1115,a dark door is behind the person. 403 | train/image/123353.jpg,9749,the person stands by a stool. 404 | train/image/049475.jpg,3926,a person is standing on a green foam tile. 405 | train/image/052180.jpg,4128,a person stands on an asphalt road. 406 | train/image/099529.jpg,7884,a person is standing on foam tiles. 407 | train/image/012299.jpg,993,an ornate archway is behind the person. 408 | train/image/160036.jpg,12528,a person poses next to fully stocked shelves. 409 | train/image/037558.jpg,2946,a person steps from rock to rock. 410 | train/image/012356.jpg,996,"on a sidewalk, a person stands." 411 | train/image/012146.jpg,978,a person is posing in front of a wooden door. 412 | train/image/012352.jpg,996,a person poses behind some leaves. 413 | train/image/007252.jpg,588,the person stands in front of a long lavender curtain. 414 | train/image/185733.jpg,14582,a step stool is by the person. 415 | train/image/084502.jpg,6668,a fan stands behind the posing person. 416 | train/image/085118.jpg,6710,the person stands on faux wood flooring. 417 | train/image/114218.jpg,9040,a purple bowl is on the floor near a person. 418 | train/image/180268.jpg,14124,the person stands on a floor. 419 | train/image/056640.jpg,4481,a table is behind the person. 420 | train/image/077361.jpg,6103,a red door is open behind a person. 421 | train/image/043379.jpg,3430,a person is standing on a black marble floor. 422 | train/image/066486.jpg,5262,a person stands beside a metal bunkbed. 423 | train/image/011139.jpg,885,a person walks in a pedestrian zone. 424 | train/image/088775.jpg,7013,curtans flank the posing person. 425 | train/image/092878.jpg,7330,the standing person is next to a red computer chair. 426 | train/image/006887.jpg,564,a person stands in front of a bed. 427 | train/image/051050.jpg,4037,a green hedge is behind the person. 428 | train/image/013913.jpg,1115,the person stands by white panels. 429 | train/image/092882.jpg,7330,sky-blue cabinets are behind the person. 430 | train/image/167806.jpg,13158,the person stands in a store. 431 | train/image/053313.jpg,4217,a person looks at another building. 432 | train/image/079657.jpg,6282,the person walks on patterned brick. 433 | train/image/042165.jpg,3332,the person is standing at a white counter. 434 | train/image/014717.jpg,1181,"in a hallway, a person is walking." 435 | train/image/149403.jpg,11716,in an outdoor flowery field is a person. 436 | train/image/077368.jpg,6103,a person stands in front of a small motorcycle. 437 | train/image/017652.jpg,1403,a person leans against a white countertop. 438 | train/image/072638.jpg,5740,blue rolling luggage is behind the person. 439 | train/image/083856.jpg,6615,a door is behind a person. 440 | train/image/080669.jpg,6363,a purple chair is directly in front of a person. 441 | train/image/043391.jpg,3430,the person stands on a cement path. 442 | train/image/003847.jpg,309,a person kneels in front of a night stand. 443 | train/image/189507.jpg,14881,a water cooler jug is behind the person. 444 | train/image/081954.jpg,6471,a fan is in background as a person poses. 445 | train/image/122439.jpg,9678,the person stands between a watercooler and a rug. 446 | train/image/049482.jpg,3926,a person is standing in front of a wall. 447 | train/image/083577.jpg,6588,a person poses in a room. 448 | train/image/066478.jpg,5262,a curtain is the person's backdrop. 449 | train/image/176028.jpg,13796,a person is facing a tv. 450 | train/image/149386.jpg,11716,flowers are next to the posing person. 451 | train/image/037568.jpg,2946,a person stands behind a silver box. 452 | train/image/088773.jpg,7013,in a room a person is standing. 453 | train/image/053679.jpg,4238,many harps are where a person stands. 454 | train/image/123361.jpg,9749,there are food vendors behind a person. 455 | train/image/182855.jpg,14346,in front of a mattress stands a person. 456 | train/image/127620.jpg,10080,a brown leather bench is near the person. 457 | train/image/008417.jpg,683,a person is standing in an excercise room. 458 | train/image/083848.jpg,6615,a black wall is in front of a person. 459 | train/image/141785.jpg,11132,a counter is in front of the person. 460 | train/image/004993.jpg,399,the person stands beside a white closet door. 461 | train/image/089188.jpg,7044,a person walks along the beach. 462 | train/image/034163.jpg,2684,a blue stool is on one side of the standing person. 463 | train/image/034180.jpg,2684,the room is where a person stands. 464 | train/image/132869.jpg,10488,the person stands in front of a refrigerator. 465 | train/image/092871.jpg,7330,a person is posing against a wall. 466 | train/image/141808.jpg,11132,a minnie mouse doll is behind the person. 467 | train/image/049478.jpg,3926,the person holding the black bag is standing. 468 | train/image/120250.jpg,9519,a cabinet is behind the person. 469 | train/image/167789.jpg,13158,headless mannequins stand next to a posing person. 470 | train/image/079644.jpg,6282,yellow leaves frame the person. 471 | train/image/051042.jpg,4037,a person is standing in the center of the room. 472 | train/image/185738.jpg,14582,a person is standing in front of a yellow and white wall. 473 | train/image/072624.jpg,5740,a person stands beside a bunkbed. 474 | train/image/051049.jpg,4037,a green hedge is next to the person. 475 | train/image/080672.jpg,6363,a person stands in front of another person. 476 | train/image/171289.jpg,13417,a person waves in front of a display rack. 477 | train/image/079661.jpg,6282,the person stands on a paved road. 478 | train/image/049477.jpg,3926,the person stands in a doorway. 479 | train/image/083576.jpg,6588,a dark brown door is behind a person. 480 | train/image/185734.jpg,14582,"in the open doorway, the person stands." 481 | train/image/073867.jpg,5833,a white satin curtain hangs in front of a person. 482 | train/image/149152.jpg,11700,a poster and a birdcage are behind the person. 483 | train/image/171276.jpg,13417,a person standing in a room. 484 | train/image/034162.jpg,2684,the person faces a wall. 485 | train/image/083858.jpg,6615,a person is standing on white tile. 486 | train/image/099523.jpg,7884,a person stands in front of a door. 487 | train/image/083860.jpg,6615,a person is standing on a dark floor. 488 | train/image/037483.jpg,2938,the person stands on a long wooden pier. 489 | train/image/073877.jpg,5833,two red and black chairs are on either side of a person. 490 | train/image/075616.jpg,5971,a person posing in the courtyard. 491 | train/image/149146.jpg,11700,a green box is in front of a person. 492 | train/image/030626.jpg,2416,the person stands in front of stacked items. 493 | train/image/124870.jpg,9867,a wall is alongside the person. 494 | train/image/164967.jpg,12915,a person is posing on a shiny black floor. 495 | train/image/048135.jpg,3808,a tall plant is behind a posing person. 496 | train/image/007246.jpg,588,a person is facing a tall fence. 497 | train/image/047224.jpg,3731,a brown and tan patchwork chair is in front of a person. 498 | train/image/149404.jpg,11716,buildings and green trees and shrubs are in the background of the person. 499 | train/image/053443.jpg,4224,the person stands below an arched ceiling. 500 | train/image/139720.jpg,10993,the person faces sheer pink curtains. 501 | train/image/182872.jpg,14346,a picture frame and a stand are behind the person. 502 | train/image/089197.jpg,7044,a fan stands behind the person. 503 | train/image/074026.jpg,5841,the person is facing a street. 504 | train/image/007239.jpg,588,a person stands in front of long gold curtains. 505 | train/image/053690.jpg,4238,a pink item is on the floor by the person. 506 | train/image/003854.jpg,309,shoes stand behind a posing person. 507 | train/image/095056.jpg,7508,on a running track sits a person. 508 | train/image/072636.jpg,5740,the person overlooks a bed. 509 | train/image/037569.jpg,2946,a person is sitting on a bed. 510 | train/image/080673.jpg,6363,a person is standing in the room. 511 | train/image/053442.jpg,4224,a person is standing on a wooden deck. 512 | train/image/056628.jpg,4481,a cart is behind the seated person. 513 | train/image/132867.jpg,10488,a person stands in front of a tall white appliance. 514 | train/image/042159.jpg,3332,a person is standing near a light-colored floor fan. 515 | train/image/012339.jpg,996,a person stands in front of towels. 516 | train/image/021852.jpg,1735,a person is sitting in a wicker chair. 517 | train/image/143116.jpg,11227,the person stands in a green field. 518 | train/image/107748.jpg,8529,a flowered curtain hangs next to a person. 519 | train/image/141806.jpg,11132,a person is standing at the bottom corner of a bed. 520 | train/image/149394.jpg,11716,the person stands under an umbrella. 521 | train/image/034609.jpg,2723,a door is behind the person. 522 | train/image/149395.jpg,11716,a person stands in front of a stone wall. 523 | train/image/003866.jpg,309,the person sits on a ledge. 524 | train/image/073866.jpg,5833,a desk are behind the person. 525 | train/image/030627.jpg,2416,hanging blue and yellow lamps are behind a person. 526 | train/image/134541.jpg,10613,the person stands in the room. 527 | train/image/149390.jpg,11716,a person stands on a stone pathway. 528 | train/image/180264.jpg,14124,a standing fan is by the person. 529 | train/image/171275.jpg,13417,the person poses next to a tall cabinet. 530 | train/image/003844.jpg,309,the person stands on a cement road. 531 | train/image/122430.jpg,9678,"on a black chair, a person is sitting." 532 | train/image/037559.jpg,2946,a person is leaning on a rock. 533 | train/image/134535.jpg,10613,a red car has a person leaning against it. 534 | train/image/171273.jpg,13417,a sofa and coffee table are behind the person. 535 | train/image/053437.jpg,4224,a wooden door is behind the person. 536 | train/image/158222.jpg,12402,the person poses in front of a sheer curtain. 537 | train/image/073869.jpg,5833,a person is standing in front of a curtain. 538 | train/image/143120.jpg,11227,a person stands in front of a purple couch. 539 | train/image/088761.jpg,7013,trees stretch before a person. 540 | train/image/037584.jpg,2946,a white shelf is behind a person. 541 | train/image/109774.jpg,8691,the person stands on a stone walkway. 542 | train/image/079652.jpg,6282,the person sits on a wooden deck. 543 | train/image/005611.jpg,452,the person stands on a rocky bank. 544 | train/image/158175.jpg,12398,a person stands on a multi-toned tan floor. 545 | train/image/176037.jpg,13796,the person stands in front of a large white cabinet. 546 | train/image/083855.jpg,6615,a person leans on a wall. 547 | train/image/030631.jpg,2416,a person is posing next to a black ladder. 548 | train/image/176014.jpg,13796,a person is standing in front of a tv. 549 | train/image/069587.jpg,5513,a microphone stand is held by a person. 550 | train/image/124865.jpg,9867,"in a city, a person pulls at their hair." 551 | train/image/143048.jpg,11222,a cartoon cat is next to the posing person. 552 | train/image/051058.jpg,4037,"underneath an arc of bicycles, a person gestures." 553 | train/image/158209.jpg,12402,two red posters hang in front of a person. 554 | train/image/027374.jpg,2164,a pink bed is behind a person. 555 | train/image/027389.jpg,2164,a person sits on a colorful bedspread. 556 | train/image/164963.jpg,12915,a person poses on white carpet. 557 | train/image/047226.jpg,3731,a person is standing in a grocery store. 558 | train/image/122438.jpg,9678,a person is standing on a red rug. 559 | train/image/134546.jpg,10613,a tall brown chair is behind a person. 560 | train/image/179780.jpg,14092,a person faces white doors. 561 | train/image/003851.jpg,309,the person stands in front of a store display. 562 | train/image/042148.jpg,3332,a person stands in front of a light brown cabinet. 563 | train/image/143108.jpg,11227,the person faces a water cooler. 564 | train/image/085117.jpg,6710,a small red chair is behind the person. 565 | train/image/143117.jpg,11227,the person sits on a rock ledge. 566 | train/image/179785.jpg,14092,a chair is next to the person. 567 | train/image/158153.jpg,12398,a person is in a parking lot. 568 | train/image/046834.jpg,3694,a white table is behind the person. 569 | train/image/014714.jpg,1181,a person stands in front of a brown table. 570 | train/image/088769.jpg,7013,the room is where a person stands. 571 | train/image/081379.jpg,6425,a person poses next to a radiator. 572 | train/image/127486.jpg,10071,the person is surrounded by cartoon images and text. 573 | train/image/013633.jpg,1096,the person stands on a crosswalk. 574 | train/image/070361.jpg,5569,a person is standing next to a blue curtain. 575 | train/image/078700.jpg,6212,a pink bag is near the standing person. 576 | train/image/030618.jpg,2416,white windows flank the standing person. 577 | train/image/124854.jpg,9867,a person stands in front of an open door. 578 | train/image/109763.jpg,8691,a person is looking at the pond. 579 | train/image/037468.jpg,2938,"on a pier, a person is standing." 580 | train/image/005615.jpg,452,a large stuffed animal is behind the person. 581 | train/image/078687.jpg,6212,a person is standing in front of a curtain. 582 | train/image/158216.jpg,12402,a person is standing in front of a bathroom shower. 583 | train/image/179792.jpg,14092,a person stands by a window. 584 | train/image/043387.jpg,3430,a cabinet is behind a person. 585 | train/image/078686.jpg,6212,in front of a white sofa stands a person. 586 | train/image/037554.jpg,2946,a parked motorbike is behind the person. 587 | train/image/072625.jpg,5740,a person is standing in front of a pink wall. 588 | train/image/013626.jpg,1096,a chair is in front of a person. 589 | train/image/021855.jpg,1735,a person stands just behind a brown door. 590 | train/image/088779.jpg,7013,a person is standing on the floor. 591 | train/image/014723.jpg,1181,a person is standing in front of a white sink. 592 | train/image/073871.jpg,5833,the room is where the person stands. 593 | train/image/019942.jpg,1576,a white wall is behind a person. 594 | train/image/164961.jpg,12915,white cabinets are behind the person. 595 | train/image/143038.jpg,11222,a person stands by a column and a wooden ledge. 596 | train/image/011123.jpg,885,a person is sitting beside a small black table. 597 | train/image/149387.jpg,11716,a wall is in front of the person. 598 | train/image/027383.jpg,2164,a portrait near the posing person. 599 | train/image/079653.jpg,6282,the person poses on a paved road. 600 | train/image/124859.jpg,9867,shoes are on the floor next to the person. 601 | train/image/148816.jpg,11674,the person stands between apartment doors and a park. 602 | train/image/081381.jpg,6425,a person stands in front of a red chair. 603 | train/image/021860.jpg,1735,a person leans against a bridge railing. 604 | train/image/002652.jpg,221,the room where a person stands has a table. 605 | train/image/051039.jpg,4037,a person is standing by a road. 606 | train/image/075618.jpg,5971,a person poses in a room. 607 | train/image/014716.jpg,1181,the person is posing in front of a vanity. 608 | train/image/037467.jpg,2938,the person poses in front of a white car. 609 | train/image/075630.jpg,5971,a large building is this person's backdrop. 610 | train/image/164956.jpg,12915,the person sits at a desk. 611 | train/image/074011.jpg,5841,the person is facing a red car. 612 | train/image/140038.jpg,11013,behind the person are pictures. 613 | train/image/012293.jpg,993,a person stands on a tiled balcony. 614 | train/image/008419.jpg,683,a person holds their hand out in a room. 615 | train/image/127630.jpg,10080,a brown tote hangs behind the posing person. 616 | train/image/141809.jpg,11132,the person is facing an arcade game. 617 | train/image/092881.jpg,7330,the person poses in a white room. 618 | train/image/066481.jpg,5262,"a person is posing beside a tall, dark chair." 619 | train/image/011137.jpg,885,the person holds an umbrella. 620 | train/image/084519.jpg,6668,a person walks on a shiny green floor. 621 | train/image/149273.jpg,11707,a white door is in front of a person. 622 | train/image/140052.jpg,11013,branches form the person's backdrop. 623 | train/image/056641.jpg,4481,a person is standing in front of a brown door. 624 | train/image/183261.jpg,14376,in front of bamboo stands a person. 625 | train/image/149401.jpg,11716,a person stands in a park. 626 | train/image/149396.jpg,11716,the person poses on a bed. 627 | train/image/012354.jpg,996,the room is where a person stands. 628 | train/image/140033.jpg,11013,the person poses in front of a gray wall. 629 | train/image/095050.jpg,7508,a person is sitting on a square concrete pedestal. 630 | train/image/183243.jpg,14376,a person poses in front of bamboo stalks. 631 | train/image/088764.jpg,7013,a person stands on a green field. 632 | train/image/046824.jpg,3694,a watercooler is behind the person. 633 | train/image/069588.jpg,5513,colorful balloons are behind the person. 634 | train/image/158219.jpg,12402,a person stands in front of a shower. 635 | train/image/149389.jpg,11716,the person walks on the sidewalk trim. 636 | train/image/122435.jpg,9678,a person is standing on the floor. 637 | train/image/080666.jpg,6363,the person stands by display cases. 638 | train/image/008222.jpg,669,the person stands by a wooden door. 639 | train/image/072626.jpg,5740,a person is posing by a fence. 640 | train/image/089187.jpg,7044,a person poses on a bed. 641 | train/image/143039.jpg,11222,a person stands in a bathroom. 642 | train/image/143113.jpg,11227,a person stands near a flowered curtain. 643 | train/image/122432.jpg,9678,the white wall is in front of a person. 644 | train/image/080665.jpg,6363,the person walks down the road. 645 | train/image/088772.jpg,7013,a person leans on a park bench. 646 | train/image/139722.jpg,10993,an oval rock garden is behind the posing person. 647 | train/image/006525.jpg,532,a person is in the bedroom. 648 | train/image/037573.jpg,2946,a person stands with a black reclining chair. 649 | train/image/099541.jpg,7884,a bookshelf is behind the person. 650 | train/image/053316.jpg,4217,a person stands in front of a large lit building. 651 | train/image/132875.jpg,10488,a person covers their face in a room. 652 | train/image/034617.jpg,2723,a striped hoop stands next to the person. 653 | train/image/092867.jpg,7330,on a sidewalk stands a person. 654 | train/image/122446.jpg,9678,"""a person in front of a white car""" -------------------------------------------------------------------------------- /annotations/deep_fashion/test_captions.csv: -------------------------------------------------------------------------------- 1 | image_name,pair_id,caption 2 | train/image/043380.jpg,3430,a person poses on a plush white couch. 3 | train/image/043387.jpg,3430,a cabinet with shelves on top is behind a bent over person. 4 | train/image/043379.jpg,3430,a person poses while standing on a black marble floor. 5 | train/image/043391.jpg,3430,the person stands on a cement path surrounded by trees. 6 | train/image/043377.jpg,3430,a person stands in front of toiletries on a shelf. 7 | train/image/081384.jpg,6425,the person is standing on a ledge in front of a glass shop window. 8 | train/image/081379.jpg,6425,a person poses next to a wall-mounted radiator. 9 | train/image/081386.jpg,6425,a person poses in front of a bed with a flowered bedspread. 10 | train/image/081377.jpg,6425,the storefront in front of a person has a red and white sign. 11 | train/image/081381.jpg,6425,a person stands in front of a red chair with a large teddy bear in it. 12 | train/image/183243.jpg,14376,a person poses in front of thick stalks of bamboo. 13 | train/image/183261.jpg,14376,in front of a field of bamboo stands a person. 14 | train/image/073866.jpg,5833,white cabinets and a desk with a computer on it are behind the person. 15 | train/image/073888.jpg,5833,a person stands in front of a gray painted door with a hanger on it. 16 | train/image/073869.jpg,5833,a person is standing in front of a curtain. 17 | train/image/073877.jpg,5833,there are two red and black chairs on either side of a person. 18 | train/image/073887.jpg,5833,"outside by a lake, a person stands by a metal railing." 19 | train/image/012299.jpg,993,"an ornate archway, banner and patterned wallpaper are behind the person." 20 | train/image/012293.jpg,993,a person stands on a tiled balcony which has vivid blue walls. 21 | train/image/012306.jpg,993,a chair with a floral cloth on it is beside a person. 22 | train/image/012289.jpg,993,a person is standing on a yellow block of a multi-colored floor covering. 23 | train/image/012294.jpg,993,a person is standing on a green tile of a multi-colored floor covering. 24 | train/image/042152.jpg,3332,"the person stands by a white counter, which is in front of storage shelves." 25 | train/image/042147.jpg,3332,the person stands beneath a white light fixture in a room with a purple sofa. 26 | train/image/042159.jpg,3332,a person standing near a light-colored floor fan. 27 | train/image/042161.jpg,3332,a person stands in front of a makeup counter. 28 | train/image/042148.jpg,3332,a person stands in front of a light brown cabinet. 29 | train/image/139722.jpg,10993,an oval rock garden is behind the posing person. 30 | train/image/139732.jpg,10993,"in a bedroom, a person is standing sideways i front of a twin bed." 31 | train/image/139720.jpg,10993,the person faces floor-length sheer pink curtains. 32 | train/image/139731.jpg,10993,there is an unmade bed behind the person who stands sideways. 33 | train/image/139729.jpg,10993,in a wall-papered room a person covers their mouth while standing in front of a bed. 34 | train/image/107748.jpg,8529,a flower patterned curtain hangs next to a person posing. 35 | train/image/107755.jpg,8529,a person sits on a thin striped carpet 36 | train/image/107744.jpg,8529,the person is sitting on one of a pair of brown leather seats. 37 | train/image/107753.jpg,8529,an open set of shelves and a folded blanket are behind the person. 38 | train/image/002648.jpg,221,there is a shoe rack next to the tan wall where a person stands. 39 | train/image/002652.jpg,221,"the room where a person stands has a white table with a cloth on top, and has white walls." 40 | train/image/179792.jpg,14092,a person stands indoors between a window and a water cooler. 41 | train/image/179785.jpg,14092,a chair draped with cloth items is next to the person. 42 | train/image/179780.jpg,14092,the person faces white doors with purple ribbons on their handles. 43 | train/image/120250.jpg,9519,a cabinet with a pale blue purse on top is behind the person. 44 | train/image/037565.jpg,2946,the person stands beside a chair pushed up to a desk. 45 | train/image/037568.jpg,2946,a person stands behind a silver box and a small wooden counter. 46 | train/image/037554.jpg,2946,"a parked motorbike, bushes, a large brick building, and a brick wall are behind the person." 47 | train/image/037582.jpg,2946,the person sits on a purple couch next to a makeup bag. 48 | train/image/037573.jpg,2946,a person stands in an outdoor area with a black reclining chair. 49 | train/image/127620.jpg,10080,a brown leather bench and pair of shoes are on the floor near the person. 50 | train/image/127634.jpg,10080,the person stands in front of white storage cabinets. 51 | train/image/127630.jpg,10080,"a brown tote hangs behind the posing person, and colored bowls are in the foreground." 52 | train/image/127621.jpg,10080,a desk is in the foreground as the person faces a window with a long curtain. 53 | train/image/127631.jpg,10080,the person stands between a white oval table and a bed with a pink spread. 54 | train/image/141802.jpg,11132,a wall with diagonal tiles is behind a person that is posing. 55 | train/image/141809.jpg,11132,the person is facing an arcade game with a small stool in front of it. 56 | train/image/141811.jpg,11132,a person stands in front of a glass case with items in it. 57 | train/image/141785.jpg,11132,a counter holding a comb and several lotion bottles is in front of the person. 58 | train/image/141800.jpg,11132,a pink chair has a person sitting in it. 59 | train/image/047224.jpg,3731,a brown and tan patchwork chair and a pink and white curtain are in front of a person. 60 | train/image/047226.jpg,3731,a person is standing in the aisle of a grocery store. 61 | train/image/047234.jpg,3731,a bed with a red pillow and bedspread is behind the person. 62 | train/image/047244.jpg,3731,gold egg shapes on a red cloth are behind the person. 63 | train/image/047230.jpg,3731,a person standing in her room. 64 | train/image/081944.jpg,6471,"behind a person touching their face, another is working studiously at a desk." 65 | train/image/081955.jpg,6471,a spa counter has red characters on it behind a person standing 66 | train/image/081954.jpg,6471,a fan spins in the background as a person poses. 67 | train/image/081953.jpg,6471,a person is standing on a floor with square grooved tiles on it. 68 | train/image/109774.jpg,8691,the person stands on a stone walkway between grassy areas. 69 | train/image/109763.jpg,8691,the pond is what a person with outstretched arms is looking at. 70 | train/image/109773.jpg,8691,a wall decorated with decals is beside the standing person. 71 | train/image/109767.jpg,8691,a jacket hangs beath luggage behind the posing person. 72 | train/image/109760.jpg,8691,a person stands next to an empty clothing rack and in front of a white curtain. 73 | train/image/180268.jpg,14124,the person stands on a floor that holds pairs of shoes and a fan. 74 | train/image/180264.jpg,14124,a couple pairs of shoes and a standing fan are on the floor by the person. 75 | train/image/180274.jpg,14124,a person crouches in front of a piece of art. 76 | train/image/180262.jpg,14124,there's a gold phone on the glass table in the room where a person stands. 77 | train/image/180269.jpg,14124,the person stands in the middle of a white-walled room that includes cabinets and a floor fan. 78 | train/image/072636.jpg,5740,the person reaches a hand up to their face as they overlook a child's bed. 79 | train/image/072638.jpg,5740,two blue rolling luggage items and multiple trees are behind the person. 80 | train/image/072623.jpg,5740,a person stands in front of a curtained shelf on gray carpet. 81 | train/image/072631.jpg,5740,"outside in a wooded area, a person is posing against a tall tree." 82 | train/image/072626.jpg,5740,"on a stone-type sidewallk, a person is posing by an iron post and block fence." 83 | train/image/127494.jpg,10071,"in a room with white floors, a person poses next to a pink and green basket." 84 | train/image/127490.jpg,10071,"standing in front of a stairway, a person is posing." 85 | train/image/127486.jpg,10071,the person is surrounded by colorful cartoon images and text. 86 | train/image/127485.jpg,10071,a building behind a wrought iron fence stands behind the person posing on stairs. 87 | train/image/008416.jpg,683,the person facing the other way is in front of a wall with a blurry image. 88 | train/image/008408.jpg,683,the person stands in front of a rectangular cabinet and a dark wooden door. 89 | train/image/008402.jpg,683,a sink has cleaning products next to it with a person standing in front. 90 | train/image/008410.jpg,683,a person standing on a white floor with their hand raised flashing the peace sign. 91 | train/image/008401.jpg,683,"with yellow curtains as a backdrop, a person is standing beside a bed." 92 | train/image/099535.jpg,7884,a person sits on railing in front of a tree on a sunny da. 93 | train/image/099523.jpg,7884,a person stands in front of a door that has tan bands going across it. 94 | train/image/099538.jpg,7884,a person walking on a sidewalk lined with a cinder block wall with a yellow railing. 95 | train/image/099541.jpg,7884,"a shelf of books, a desk holding a mouse character and a small wastebin are behind the person." 96 | train/image/099529.jpg,7884,a person is standing on multi-colored foam tiles in front of a wood-paneled wall. 97 | train/image/083584.jpg,6588,behind the person are a tv screen hung on the wall and a brown chair and wardrobe. 98 | train/image/083581.jpg,6588,a tall wooden wardrobe and a matching desk are behind a posing person. 99 | train/image/083577.jpg,6588,a person poses in a room with an umbrella in it. 100 | train/image/083591.jpg,6588,a counter full of various bottles and other containers is in front of the person. 101 | train/image/083592.jpg,6588,"a person turns to the side, standing on a dark gray speckled tiled floor." 102 | train/image/077373.jpg,6103,a white wooden door is directly behind the standing person. 103 | train/image/077360.jpg,6103,a large green plan stands behind a person standing straight. 104 | train/image/077368.jpg,6103,a person stands in front of a row of small motorcycles. 105 | train/image/077361.jpg,6103,a red door is open behind a person who is posing. 106 | train/image/077355.jpg,6103,the person poses in front of a row of cars parked in front of a building. 107 | train/image/190014.jpg,14923,"white cabinets, some with open drawers, are alongside and behind the person." 108 | train/image/190013.jpg,14923,the person faces a storage locker where clothes hang. 109 | train/image/046829.jpg,3694,a laptop keyboard on a desk is in front of the seated person. 110 | train/image/046823.jpg,3694,there's another pair of shoes by the feet of the person standing in the bathroom. 111 | train/image/046834.jpg,3694,a white table and green chair are behind the person. 112 | train/image/046817.jpg,3694,a fan is on the floor behind the posing person. 113 | train/image/046815.jpg,3694,a beige barstool stands empty behind a person posing. 114 | train/image/034604.jpg,2723,a bed with a red skirt and a wall with pictures is behind the posing person. 115 | train/image/034617.jpg,2723,a striped hoop stands along the wall next to the person. 116 | train/image/034606.jpg,2723,a person poses in front of a storage chest with brown doors. 117 | train/image/034609.jpg,2723,"a mat is on the floor in front of a door, which is behind the person." 118 | train/image/034599.jpg,2723,bright windows and beds with colorful spreads are behind the person. 119 | train/image/070361.jpg,5569,a person is standing next to a blue curtain with small tables in front of it. 120 | train/image/070350.jpg,5569,the person stands with an elbow on a brass door rail. 121 | train/image/070355.jpg,5569,a person is facing towards a double-glass entrance door. 122 | train/image/005615.jpg,452,a large stuffed animal sits by a green pillow on a pink seat behind the person. 123 | train/image/005619.jpg,452,a beach with whitecapped waves is in front of the person. 124 | train/image/005599.jpg,452,trees with white-painted trunks form a row next to the person. 125 | train/image/005605.jpg,452,a yellow curtain hangs on a wall next to a person. 126 | train/image/005617.jpg,452,the person sits on boulders next to a deck at the edge of a body of water. 127 | train/image/182866.jpg,14346,a person stands in front of a small black swivel chair. 128 | train/image/182855.jpg,14346,in front of a mattress stands a person. 129 | train/image/182871.jpg,14346,"a blue wardrobe, an open door and a bed are behind the person." 130 | train/image/182859.jpg,14346,the person holds a metal stick and stands on a green grassy field. 131 | train/image/182875.jpg,14346,the person poses by a sports net on a grass field. 132 | train/image/012339.jpg,996,a person stands in front of towels hanging on a rack. 133 | train/image/012341.jpg,996,the person sits on a black leather couch. 134 | train/image/012340.jpg,996,a corner fence and pile of dead leaves are behind the person posing. 135 | train/image/012350.jpg,996,"standing in a yard partially covered with dead leaves, a person is looking towards a privacy fence." 136 | train/image/012356.jpg,996,on a sidewalk at night stands a person by the road. 137 | train/image/089828.jpg,7096,a green lamp sits on a desk next to a standing person. 138 | train/image/089840.jpg,7096,"a person smiles, behind them there is a hand-painted mural of flowers." 139 | train/image/089835.jpg,7096,"in a store, the person poses next to a display of flowers." 140 | train/image/089844.jpg,7096,the person stands on a tile floor facing a glass store display. 141 | train/image/164965.jpg,12915,a person sits on a set of grey stone steps. 142 | train/image/164948.jpg,12915,the walls behind the person illustrate colorful drawn characters walking up stairs. 143 | train/image/164962.jpg,12915,a person is standing in front of a car and a tree. 144 | train/image/164951.jpg,12915,the person poses by a wall covered in green foliage. 145 | train/image/164956.jpg,12915,the person sits at a desk in front of rows of desks and chairs. 146 | train/image/049482.jpg,3926,a person is standing in front of a wall with large pictures on it. 147 | train/image/049484.jpg,3926,a person is standing in a room. 148 | train/image/049477.jpg,3926,the person stands in a doorway by an open dark wooden door. 149 | train/image/049479.jpg,3926,a large display screen hangs above black cabinets behind the person. 150 | train/image/049475.jpg,3926,a person standing on a green foam tile in front of an open doorway. 151 | train/image/048135.jpg,3808,a tall plant is near an easel behind a posing person. 152 | train/image/048137.jpg,3808,a person stands in front of a long yellow screen with a picture of fruit on it. 153 | train/image/048133.jpg,3808,a thin white curtain hangs next to a standing person. 154 | train/image/048131.jpg,3808,a person stands facing a blue door. 155 | train/image/006535.jpg,532,"the studio where the person stands, hands behind their back, is purple." 156 | train/image/006524.jpg,532,"the person stands on tiled flooring, legs slightly crossed and one arm draped over their purse." 157 | train/image/006526.jpg,532,trashcans and a mop are on the floor along a wall behind the person. 158 | train/image/006525.jpg,532,"a person in the bedroom checking out reflection," 159 | train/image/092873.jpg,7330,a person is standing between two doors. 160 | train/image/092881.jpg,7330,the person poses in a white room that includes a white sofa. 161 | train/image/092866.jpg,7330,a person poses in front of a set of stairs with a blue bucket next to it 162 | train/image/092878.jpg,7330,next to the standing person is a red computer chair. 163 | train/image/092867.jpg,7330,on a sidewalk lines with bushes stands a person. 164 | train/image/088767.jpg,7013,"a person stands in front of trees with long, thin trunks." 165 | train/image/088764.jpg,7013,"a gazebo roof is behind the person, who stands on a green field." 166 | train/image/088775.jpg,7013,pretty pink and silver curtans flank the posing person. 167 | train/image/088760.jpg,7013,the person walks on a brick road bordered by a low wall and trees. 168 | train/image/088761.jpg,7013,a tunnel of trees stretches before a person going on a walk. 169 | train/image/006887.jpg,564,a person stands in front of a bed with a bright green blanket on it. 170 | train/image/006889.jpg,564,a brightly striped bedspread covers the bed behind a posing person. 171 | train/image/006885.jpg,564,a lime green bed stands behind a person posing. 172 | train/image/066492.jpg,5262,a person with a panda head. 173 | train/image/066486.jpg,5262,a person stands besides a metal bunkbed that has black sandals under it. 174 | train/image/066489.jpg,5262,a white bookcase with many trinkets on display stands behind a person posing. 175 | train/image/066481.jpg,5262,"a person is posing beside a tall, dark chair embellished by a portrait." 176 | train/image/066478.jpg,5262,a curtain printed with red cherries is the posing person's backdrop. 177 | train/image/083848.jpg,6615,a black wall with pictures on it is in front of a person. 178 | train/image/083855.jpg,6615,a person leans on a wall with rows of round lights going around it. 179 | train/image/083858.jpg,6615,several plastic buckets line the floor behind a person standing on white tile. 180 | train/image/083857.jpg,6615,a person poses near a blue towel. 181 | train/image/083866.jpg,6615,a person poses in front of a light brown restaurant cabinet. 182 | train/image/160031.jpg,12528,shelves full of beverages and other packaged items are behind the person. 183 | train/image/160039.jpg,12528,a cluttered bathroom sink stands in front of a person posing. 184 | train/image/160036.jpg,12528,"inside of a storeroom, a person poses next to fully stocked shelves." 185 | train/image/160030.jpg,12528,a person stands in front of shelves with grocery products on them. 186 | train/image/123361.jpg,9749,there are food vendors behind a person. 187 | train/image/123365.jpg,9749,"there's a person working at a desk next to something blue, behind a person that is posing." 188 | train/image/123353.jpg,9749,the person stands by a black stool in front of a wall with an arrow sign on it. 189 | train/image/123364.jpg,9749,in front of a medicine cabinet a person is standing. 190 | train/image/123350.jpg,9749,the person sitting has one leg crossed over the other. 191 | train/image/185733.jpg,14582,"on the floor by the person there is a step stool with yellow legs, and an orange waste basket." 192 | train/image/185738.jpg,14582,"a person standing in front of a yellow & white wall with both arms raised," 193 | train/image/185744.jpg,14582,a person is standing in front of a doorway that has a red sign affixed next to the doorway. 194 | train/image/185743.jpg,14582,pale wooden table and chairs are behind the posing person. 195 | train/image/185748.jpg,14582,a person stands with a building in the distance at twilight. 196 | train/image/053699.jpg,4238,the person stands in a room between two ladders. 197 | train/image/053697.jpg,4238,a colorful mural is on the wall next to where the person walks on honeycomb-like tiles. 198 | train/image/053696.jpg,4238,the person bends over to make a shot on a blue pool table. 199 | train/image/053684.jpg,4238,a light yellow building with green trim is behind a person on a cobblestone path. 200 | train/image/053686.jpg,4238,a white wardrobe stands behind a person standing 201 | train/image/013626.jpg,1096,a pink purse sits near a chair in front of a person. 202 | train/image/013633.jpg,1096,"holding a bouquet, the person stands on a crosswalk in front of a parking lot." 203 | train/image/013620.jpg,1096,the person sits in the back seat of a car. 204 | train/image/013631.jpg,1096,a person poses next to many green bushes and trees. 205 | train/image/013621.jpg,1096,the person holds a floral bouquet in front of a black wall with asian text on it. 206 | train/image/027376.jpg,2164,a person posing stretching out the bottom of their fancy skirt with both hands. 207 | train/image/027389.jpg,2164,a person sits cross-legged on a colorful bedspread. 208 | train/image/027392.jpg,2164,"a person leans against a railing, with a multi-story building in the background." 209 | train/image/027390.jpg,2164,the person stands looking out while leaning on a railing by a white building. 210 | train/image/027379.jpg,2164,a person is standing among lockers in a locker room. 211 | train/image/085118.jpg,6710,"the person stands on faux wood flooring, and in front of a bed, a white bedside table, and a stool." 212 | train/image/085117.jpg,6710,a window with a blue curtain and a small red chair are behind the person. 213 | train/image/085115.jpg,6710,a city street with cars and buildings is behind the person. 214 | train/image/013907.jpg,1115,a person stands next to a wall with a picture of a house drawn on it. 215 | train/image/013915.jpg,1115,a dark door with a light handle is inset in the wall behind the person. 216 | train/image/013913.jpg,1115,the person stands by white panels decorated with a drawing of houses. 217 | train/image/013909.jpg,1115,"in front of a painting, a person is posing." 218 | train/image/053448.jpg,4224,"under a beamed ceiling of a tall room, a person is posing in front of a glass railing." 219 | train/image/053439.jpg,4224,lights reflect off glass walls behind a person that is walking. 220 | train/image/053433.jpg,4224,water bottles are on the floor and posters on the walls behind the person. 221 | train/image/053441.jpg,4224,a person is facing towards a white wall and a short red stool. 222 | train/image/053430.jpg,4224,a person leans backwards slightly in front of a brown door. 223 | -------------------------------------------------------------------------------- /annotations/deep_fashion/test_fsl_train.txt: -------------------------------------------------------------------------------- 1 | codes_infer/10071: 2 | 127479.jpg 3 | 127481.jpg 4 | 127482.jpg 5 | 127487.jpg 6 | 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codes_infer/993: 726 | 012286.jpg 727 | 012287.jpg 728 | 012288.jpg 729 | 012290.jpg 730 | 012292.jpg 731 | 012295.jpg 732 | 012298.jpg 733 | 012300.jpg 734 | 012301.jpg 735 | 012302.jpg 736 | 012303.jpg 737 | 012304.jpg 738 | 012305.jpg 739 | 740 | codes_infer/996: 741 | 012337.jpg 742 | 012338.jpg 743 | 012342.jpg 744 | 012343.jpg 745 | 012344.jpg 746 | 012346.jpg 747 | 012347.jpg 748 | 012349.jpg 749 | 012352.jpg 750 | 012353.jpg 751 | 012354.jpg 752 | 012358.jpg 753 | -------------------------------------------------------------------------------- /annotations/deep_fashion/validation_captions.csv: -------------------------------------------------------------------------------- 1 | image_name,pair_id,caption 2 | train/image/176037.jpg,13796,the person stands in front of a large white cabinet. 3 | train/image/176014.jpg,13796,a person is standing in front of a tv. 4 | train/image/176028.jpg,13796,"standing on a two-toned striped carpeting, a person is facing a tv." 5 | train/image/176031.jpg,13796,a person is fixing their hair while standing and watching tv. 6 | train/image/122438.jpg,9678,a person is standing on a red rug in a room. 7 | train/image/122439.jpg,9678,the person stands between a watercooler and a rug that holds a table. 8 | train/image/122436.jpg,9678,a pillow with a diamond pattern is next to the person's hand. 9 | train/image/122435.jpg,9678,the floor of the room where a person is standing is half wood flooring and the other half is tiled. 10 | train/image/122446.jpg,9678,a person takes a step in front of a white call. 11 | train/image/051039.jpg,4037,"a person with a flower over their right ear, is standing in the grass by a road." 12 | train/image/051058.jpg,4037,"underneath a rainbow arc of bicycles, a person gestures with the peace sign." 13 | train/image/051049.jpg,4037,a green hedge and tall building are next to the person. 14 | train/image/051056.jpg,4037,a person sits on a bull in the middle of a field. 15 | train/image/051041.jpg,4037,a person poses on a bridge above a body of water. 16 | train/image/019942.jpg,1576,a white wall with brown furniture is behind a person. 17 | train/image/019947.jpg,1576,a person stands on white linoleum squares in a room. 18 | train/image/019945.jpg,1576,a white brick wall is on one side of a person walking. 19 | train/image/019941.jpg,1576,a dimly lit hallway stretches behind a standing person. 20 | train/image/019961.jpg,1576,shadows fall across a wood floor in a room with a four post bed where a person stands. 21 | train/image/078696.jpg,6212,a colorful folded blanket and a red bucket are behind the person. 22 | train/image/078698.jpg,6212,an upholstered ivory chair with a pink pillow is behind the posing person. 23 | train/image/078686.jpg,6212,in front of a white sofa and a suitcase stands a person. 24 | train/image/078692.jpg,6212,a person stands in front of a sofa with a suitcase beside it. 25 | train/image/078688.jpg,6212,a person is sitting in a cream colored leather chair. 26 | train/image/143116.jpg,11227,the person stands in the middle of a green field facing a row of trees. 27 | train/image/143102.jpg,11227,the person sits on a pile of rocks in a grassy area with scattered poles. 28 | train/image/143108.jpg,11227,the person faces a corner where a water cooler stands under a picture. 29 | train/image/143109.jpg,11227,"items are neatly arranged in white cubby shelving, as a person lifts their foot off the floor." 30 | train/image/143119.jpg,11227,"at nighttime, a person is looking at lights reflecting off a body of water." 31 | train/image/095056.jpg,7508,"on a running track, a person is sitting between the #4 and #5." 32 | train/image/095050.jpg,7508,"by a winding sidewalk, a person is sitting on a square concrete pedestal." 33 | train/image/095069.jpg,7508,the person stands on a curving brick path flanked by trees. 34 | train/image/095060.jpg,7508,a person crouches on a square brick walkway. 35 | train/image/095072.jpg,7508,an open sliding door with a person standing in front of it. 36 | train/image/158157.jpg,12398,the person stands in a white room holding a white card. 37 | train/image/158171.jpg,12398,"in a bedroom, the person is facing a white bunk bed." 38 | train/image/158175.jpg,12398,a person stands on a multi-toned tan floor near a bright window. 39 | train/image/158153.jpg,12398,a person is posing outside in a parking lot. 40 | train/image/158158.jpg,12398,the gray rug is beneath a person standing in front of a bunkbed. 41 | train/image/114099.jpg,9035,a bed with things piled on it is behind a person. 42 | train/image/118437.jpg,9376,a bed is on a brown wood floor behind a person. 43 | train/image/118433.jpg,9376,a shiny brown floor has a person posing and a bed in the background. 44 | train/image/032992.jpg,2594,the person stands in a room that includes a floor fan and a couch with a striped pillow. 45 | train/image/033000.jpg,2594,the green bunkbeds with blue and white checkered bedding are on either side of a person. 46 | train/image/032985.jpg,2594,a person leans against a plain white wall. 47 | train/image/032986.jpg,2594,"a person standing in front of a white cabinet and standing beside a short, red, square stool." 48 | train/image/032979.jpg,2594,weathered buildings stand on either side of the person. 49 | train/image/140031.jpg,11013,"there is a person standing near a wooden desk, beneath a bunkbed." 50 | train/image/140059.jpg,11013,a blue sofa is behind the standing person. 51 | train/image/140055.jpg,11013,wooden cabinets over a desk and stool are on the wall behind the person. 52 | train/image/140052.jpg,11013,branches with green leaves form the person's backdrop. 53 | train/image/140053.jpg,11013,"in the park, a person holding her cap over her face." 54 | train/image/056641.jpg,4481,a person is standing with their legs crossed in front of a brown door. 55 | train/image/056640.jpg,4481,"dark doors, steps and a table and chairs are behind the person." 56 | train/image/056628.jpg,4481,a cart filled with spray bottles is behind the seated person. 57 | train/image/056639.jpg,4481,shelves holding black shoes are behind the person. 58 | train/image/056649.jpg,4481,on a grey brick road a person is walking outside. 59 | train/image/149258.jpg,11707,there are pink slippers strewn about in the floor where a person is standing. 60 | train/image/149262.jpg,11707,there's a pink and beige blanketed bed in the room where a person stands. 61 | train/image/149273.jpg,11707,a white door is open in front of a person. 62 | train/image/149256.jpg,11707,a person looking up at the camera. 63 | train/image/149269.jpg,11707,behind the person are an open clothing storage unit and a tall brown cabinet. 64 | train/image/051019.jpg,4036,"a person, standing at an angle, is posing in front of furniture covered in a white cloth" 65 | train/image/051008.jpg,4036,a person posing in front of a huge wall. 66 | train/image/051002.jpg,4036,"on a white tile floor, a person is standing in front of a white piece of furniture." 67 | train/image/051007.jpg,4036,the person faces a refrigerator and purple chairs. 68 | train/image/051012.jpg,4036,a person is standing in front of a pinkish-colored couch. 69 | train/image/003866.jpg,309,the person sits outdoors on a ledge with shrubbery in the background. 70 | train/image/003843.jpg,309,a person sitting on a couch. 71 | train/image/003854.jpg,309,a wall of shoes stand behind a person posing. 72 | train/image/003838.jpg,309,a person having shorts on. 73 | train/image/003839.jpg,309,a forkful of food is lifted to the lips of a person sitting at a table. 74 | train/image/008222.jpg,669,the person stands in a corner by a wooden door and in front of a wall-mounted appliance. 75 | train/image/189495.jpg,14881,"the carpet is red, brown and pink beneath a person who leans on a bar counter." 76 | train/image/189502.jpg,14881,"in a living room, a person is standing." 77 | train/image/189508.jpg,14881,the person sits in a black chair in front of a wall of shelves. 78 | train/image/189507.jpg,14881,"a water cooler jug is behind the person, who stands by a wall." 79 | train/image/189497.jpg,14881,there is a large red bureau behind a person who is standing with arms behind their back. 80 | train/image/047435.jpg,3747,a fan blowing behind a person standing on a green carpet. 81 | train/image/047445.jpg,3747,a person is standing on a bright green carpet with cartoons on it. 82 | train/image/047453.jpg,3747,a black loveseat with a portrait above it is behind the posing person. 83 | train/image/047447.jpg,3747,the person is facing a black leather loveseat with a portrait above it. 84 | train/image/047434.jpg,3747,a person stands next to a chair that has two handbags on it. 85 | train/image/017641.jpg,1403,a wall with a yellow and green drawing on it is behind a person. 86 | train/image/017638.jpg,1403,a person poses in front of a white vanity with makeup brushes and a round case on it. 87 | train/image/017652.jpg,1403,a person leans against a white countertop. 88 | train/image/021860.jpg,1735,outside on a bright day a person leans against a bridge railing. 89 | train/image/021856.jpg,1735,a dark brown vanity stands behind a posing person. 90 | train/image/021844.jpg,1735,"the person holds onto the stone railing, it overlooks a pond surrounded by trees." 91 | train/image/021852.jpg,1735,a person sitting in a wicker chair on an outdoor balcony. 92 | train/image/021855.jpg,1735,a person stands just behind a brown door with something hanging on it. 93 | train/image/143050.jpg,11222,a person poses in a sunny gazebo surrounded by trees. 94 | train/image/143048.jpg,11222,a cartoon cat with a speech bubble is next to the posing person. 95 | train/image/143034.jpg,11222,a plant with large green leaves is behind the person. 96 | train/image/143039.jpg,11222,a person stands in a bathroom with several colorful towels. 97 | train/image/143038.jpg,11222,a person stands by a column and a wooden ledge with greenery in the background. 98 | train/image/089197.jpg,7044,a fan stands on the floor behind the person. 99 | train/image/089188.jpg,7044,a person walks along the beach on a bright day. 100 | train/image/089187.jpg,7044,a person poses on a bed with a stripped bedspread 101 | train/image/089191.jpg,7044,the person stands by a wall of storage lockers. 102 | train/image/089192.jpg,7044,a person is posing in her room. 103 | train/image/037468.jpg,2938,"on a pier, a person is standing." 104 | train/image/037461.jpg,2938,"a person has their hands on their hips, while a person behind them faces the other way." 105 | train/image/037477.jpg,2938,a person is walking along a wooden walkway over water. 106 | train/image/037472.jpg,2938,a person sits in a car with black leather seats. 107 | train/image/037473.jpg,2938,a person sitting on a white ottoman makes the peace sign gesture. 108 | train/image/079644.jpg,6282,large yellow leaves frame the person who is posing. 109 | train/image/079653.jpg,6282,the person poses on a paved road flanked by neatly spaced trees. 110 | train/image/079652.jpg,6282,the person sits on a wooden deck facing a rope rail. 111 | train/image/079651.jpg,6282,"a person stands near a curved, tiled bar." 112 | train/image/079657.jpg,6282,the person walks on patterned brick toward a skyscraper and mountain. 113 | train/image/167804.jpg,13158,backpacks are stacked behind the posing person. 114 | train/image/167792.jpg,13158,the person stands in a room that includes a painted green palm tree. 115 | train/image/167803.jpg,13158,"there are towels on hangers above the person, who stands in front of a bathroom sink." 116 | train/image/167800.jpg,13158,a built in shelf behind a glass door is near a posing person. 117 | train/image/167789.jpg,13158,two headless mannequins stand next to a posing person. 118 | train/image/075630.jpg,5971,a large building with colored grids on the ground in front of it is this person's backdrop. 119 | train/image/075633.jpg,5971,"the person faces posters on a wall, and a blue stool is on the floor." 120 | train/image/075632.jpg,5971,a person poses in front of a shop display with small products on sale 121 | train/image/075617.jpg,5971,a person stands on astroturf. 122 | train/image/075618.jpg,5971,a person poses in a room with flowered wallpaper. 123 | train/image/124864.jpg,9867,"slippers, a doormat and a dark door are behind the posing person." 124 | train/image/124860.jpg,9867,a person stands in front of a toilet in a bathroom. 125 | train/image/124866.jpg,9867,a person sits on a bed with a lavender blanket. 126 | train/image/124854.jpg,9867,a person stands next to hanging coats in front of an open door. 127 | train/image/124853.jpg,9867,a person poses in front of a vase of flowers and a vanity table. 128 | train/image/114220.jpg,9040,a white door is open behind a person leaning on a wall. 129 | train/image/114215.jpg,9040,a person poses in front of yellow curtains with polka dots on them. 130 | train/image/114202.jpg,9040,"a person, with only the back of their body shown, is standing in a hall" 131 | train/image/114218.jpg,9040,a purple bowl is on the floor near a person in front of a table. 132 | train/image/114214.jpg,9040,the person stands in an open doorway by a tall pale wood panel. 133 | train/image/004993.jpg,399,the person stands beside a white closet door that is partly ajar. 134 | train/image/005005.jpg,399,a restaurant where a person sits has red chairs and white tablecloths. 135 | train/image/005007.jpg,399,the person is standing in a stairwell with flights of stairs going up and down. 136 | train/image/132886.jpg,10488,a person walks along a brick walkway on a sunny day. 137 | train/image/132884.jpg,10488,the wall behind the standing person is made of brick and has two cutouts exposing foliage. 138 | train/image/132867.jpg,10488,a person stands in front of a tall white appliance near a window. 139 | train/image/132869.jpg,10488,the person stands in front of a refrigerator and next to a television screen. 140 | train/image/132875.jpg,10488,a person covers their face in a room with many knick-knacks. 141 | train/image/080672.jpg,6363,a person stands in front of another person near a tan brick wall with deep groove marks. 142 | train/image/080682.jpg,6363,a tall pink storage unit with a pile of items beside it is behind the person. 143 | train/image/080665.jpg,6363,the person walks down the road in a rural and grassy area. 144 | train/image/080673.jpg,6363,the pink wardrobe is zipped closed in the room where a person is standing. 145 | train/image/080667.jpg,6363,a person leans on a tall wardrobe in front of a white wall. 146 | train/image/134539.jpg,10613,a person poses in front of a tall statue that is surrounded by a white fence. 147 | train/image/134546.jpg,10613,a tall brown chair sits on a floor behind a person. 148 | train/image/134535.jpg,10613,a red car with a person leaning on it is near a metal fence. 149 | train/image/134541.jpg,10613,"brown tables, one holding a yellow box, fill the room where the person stands." 150 | train/image/134536.jpg,10613,the person sits on an aqua-colored printed cushion. 151 | train/image/007246.jpg,588,"on a concrete road, a person is facing towards a tall fence and kicking their left leg forward." 152 | train/image/007251.jpg,588,the person stands with bent leg in front of a picture hung on the wall. 153 | train/image/007250.jpg,588,the person stands on a decorative brick surface with foliage in the background. 154 | train/image/007241.jpg,588,"standing on concrete with a concrete wall behind them, a person has both hands on their face." 155 | train/image/007252.jpg,588,the person stands in front of a long lavender curtain with a scalloped edge. 156 | train/image/171274.jpg,13417,a person is standing in a room taking a picture of herself. 157 | train/image/171289.jpg,13417,a posing person waves in front of a store display rack. 158 | train/image/171277.jpg,13417,a person poses in a white walled room. 159 | train/image/171275.jpg,13417,the person poses next to a tall cabinet with many shelves. 160 | train/image/171292.jpg,13417,"the person stands in front of a light colored wood desk, on top of which is a laptop." 161 | train/image/011135.jpg,885,"in a shoes store, a person is posing in front of a wall of shoes." 162 | train/image/011125.jpg,885,the person stands in a field atop a block while holding a bunch of cattails. 163 | train/image/011139.jpg,885,in the middle of a pedestrian zone a person is walking. 164 | train/image/011123.jpg,885,a person is sitting beside a small black table. 165 | train/image/011137.jpg,885,the person holds the handle of an umbrella. 166 | train/image/084519.jpg,6668,a person walks on a shiny green floor with yellow strips on it. 167 | train/image/084502.jpg,6668,a fan on a floor stand is behind the posing person. 168 | train/image/084513.jpg,6668,the person stands beside a wicker chair that is covered in clothes. 169 | train/image/034160.jpg,2684,the person faces a blue stepstool which is near white cabinets. 170 | train/image/034164.jpg,2684,"in an outside garden, a person is standing it the dirt between two rows of plants." 171 | train/image/034180.jpg,2684,a white rope hands out of the wooden drawers in the room where a person stands. 172 | train/image/034159.jpg,2684,animals are in a pen behind a fence the person stands outside of. 173 | train/image/034175.jpg,2684,the person stands in front of a paned window while holding a cup. 174 | train/image/014723.jpg,1181,"in the bathroom, a person is standing in front of their white sink checking out their reflection." 175 | train/image/014717.jpg,1181,in a hallway with white walls and floors a person is walking. 176 | train/image/014714.jpg,1181,a person stands in front of a brown table with clutter on top 177 | train/image/014716.jpg,1181,a purple towel hangs behind the person posing in front of a vanity. 178 | train/image/030623.jpg,2416,the person stands by a ladder next to wall cabinets where a coat hangs. 179 | train/image/030616.jpg,2416,the light shines brightly through a window behind a person standing. 180 | train/image/030625.jpg,2416,a person stands beside a small tan table with black legs. 181 | train/image/030626.jpg,2416,"the person stands in a room in front of stacked items, with a window alongside." 182 | train/image/030618.jpg,2416,a pair of white windows flank the standing person. 183 | train/image/074029.jpg,5841,a person clasps their purse while standing on the edge of a stair. 184 | train/image/074025.jpg,5841,a person stands in a room full of chairs and desks with colorful decals on the wall. 185 | train/image/074021.jpg,5841,"the person faces a brown desk, stool and chair in a room with a blue wall poster." 186 | train/image/074024.jpg,5841,a person stands facing the underside of a staircase. 187 | train/image/074015.jpg,5841,the person is sitting on a chair next to a desk by a partition. 188 | train/image/149152.jpg,11700,a poster and a wire birdcage are behind the posing person. 189 | train/image/149146.jpg,11700,"there is a green box in front of a person, and next to a brown wall." 190 | train/image/149154.jpg,11700,"the person stands on the beige floor, in front of an off white chair." 191 | train/image/149159.jpg,11700,"the painting and the brown door are behind the person holding up ""peace"" hand gestures." 192 | train/image/149143.jpg,11700,a red curtain hangs behind the posing person. 193 | train/image/012156.jpg,978,"framed by hanging flowers, the person glances backwards while walking toward a staircase." 194 | train/image/012143.jpg,978,the person stands posing in an open doorway by a beige wall. 195 | train/image/012142.jpg,978,a table with a red and blue bag hanging near it is behind a person. 196 | train/image/012146.jpg,978,"a person is posing in front of a wooden door which has a long, narrow window." 197 | train/image/012150.jpg,978,the person stands between a green plant and a cloth-covered table. 198 | train/image/019509.jpg,1541,a display screen above a desk is behind the person. 199 | train/image/019502.jpg,1541,tall buildings are the backdrop as the person stands on a wooden walkway. 200 | train/image/019504.jpg,1541,the person stands on a wooden deck in front of a park-like area with a bench. 201 | train/image/019508.jpg,1541,showing the peace sign with the fingers on the left hand. a person is posing by a window. 202 | train/image/069588.jpg,5513,colorful balloons are near the ceiling behind the person. 203 | train/image/069591.jpg,5513,a person poses in the kitchen of a small apartment. 204 | train/image/069600.jpg,5513,a person leans over a fence on a dark brick walkway. 205 | train/image/069606.jpg,5513,a black door and black wall shelves are behind the person. 206 | train/image/069587.jpg,5513,a microphone stand is held by a person singing in a brightly lit corner. 207 | train/image/158222.jpg,12402,the person poses in front of a sheer curtain and next to a blue stool. 208 | train/image/158212.jpg,12402,"the person stands in front of curtains, which hang above items stacked on the floor." 209 | train/image/158219.jpg,12402,in a bathroom a person stands in front of a shower. 210 | train/image/158211.jpg,12402,two wooden poles and pigeons on the ground are behind the person. 211 | train/image/158210.jpg,12402,a blue couch and brown curtains fill the room where a person is standing. 212 | train/image/149400.jpg,11716,a person walks along a tree lined walkway in front of a building. 213 | train/image/149399.jpg,11716,the person stands on grass facing a large tree. 214 | train/image/149386.jpg,11716,flowers in a red vase are next to the posing person. 215 | train/image/149394.jpg,11716,the person stands under an umbrella and in front of a tree on a patio. 216 | train/image/149395.jpg,11716,a person stands in front of a stone wall covered in green ivy. 217 | train/image/053316.jpg,4217,a person stands in front of a large lit building at night. 218 | train/image/053313.jpg,4217,outside at night a person looks over a balcony at another building. 219 | train/image/053330.jpg,4217,the person stands on a brick walkway flanked by landscaped greenery. 220 | train/image/053319.jpg,4217,a person is standing beside a green table and facing a yellow door. 221 | train/image/053320.jpg,4217,a person is standing in a nail salon with a shelf of polish behind them. 222 | train/image/148817.jpg,11674,a person poses on a bridge with lush trees behind it. 223 | train/image/148816.jpg,11674,"the person is turned away, they stand between a row of apartment doors and also a green park area." 224 | train/image/148829.jpg,11674,the back of the person standing in front of a white tiled wall is visible. 225 | train/image/148823.jpg,11674,a person is standing in front of another person. 226 | train/image/148828.jpg,11674,a person is posing on a long sidewalk in front of a long building that has many doors. 227 | train/image/052180.jpg,4128,a person stands on an asphalt road with a yellow arrow on it. 228 | train/image/052155.jpg,4128,a green vending machine is next to the person and red chairs are in the background. 229 | train/image/052176.jpg,4128,a display wall of shoes stands behind the person. 230 | train/image/052168.jpg,4128,a shelf has several personal care products on it in front of a standing person. 231 | -------------------------------------------------------------------------------- /annotations/deep_fashion/validation_fsl_train.txt: -------------------------------------------------------------------------------- 1 | codes_infer/10488: 2 | 132866.jpg 3 | 132868.jpg 4 | 132874.jpg 5 | 132876.jpg 6 | 132877.jpg 7 | 132879.jpg 8 | 132880.jpg 9 | 132881.jpg 10 | 132882.jpg 11 | 132883.jpg 12 | 132885.jpg 13 | 132887.jpg 14 | 15 | 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eval/images/fish_5458647306_2_00140.jpg,fish,a bright orange * with its full black dorsal fin and black tail with white tips visible.,fish_5458647306_2 5 | eval/images/bird_e22de45950_3_00095.jpg,bird,an * behind a zebra.,bird_e22de45950_3 6 | eval/images/person_4019231330_5_00145.jpg,person,* is on a different court from the player in the red cap.,person_4019231330_5 7 | eval/images/whale_8a75ad7924_4_00175.jpg,whale,* is furthest from the whale making the biggest white splashes.,whale_8a75ad7924_4 8 | eval/images/parrot_1157472b95_1_00175.jpg,parrot,an * perched on a branch between two other parrots.,parrot_1157472b95_1 9 | eval/images/person_3e3e4be915_2_00150.jpg,person,an * in a red sweatshirt.,person_3e3e4be915_2 10 | eval/images/fish_5458647306_1_00140.jpg,fish,* is a distance above a white fish.,fish_5458647306_1 11 | eval/images/giraffe_d699d3d798_3_00090.jpg,giraffe,an * with its neck extended and head taller than the rest.,giraffe_d699d3d798_3 12 | eval/images/ape_394638fc8b_4_00095.jpg,ape,an * looking at another ape by the rocks.,ape_394638fc8b_4 13 | eval/images/parrot_6afd692f1a_1_00175.jpg,parrot,a yellow * sitting behind another parrot.,parrot_6afd692f1a_1 14 | eval/images/person_250116161c_1_00090.jpg,person,an * wearing a green shirt.,person_250116161c_1 15 | eval/images/person_c82235a49a_1_00280.jpg,person,an * being helped out of the water by another person.,person_c82235a49a_1 16 | eval/images/dog_b08dcc490e_3_00090.jpg,dog,* faces the curved edge of the pool.,dog_b08dcc490e_3 17 | eval/images/bird_967bffe201_3_00090.jpg,bird,* is in the group of four but is flying farthest from the standing person.,bird_967bffe201_3 18 | eval/images/person_69c67f109f_1_00175.jpg,person,"an * in a red shirt, riding a wave.",person_69c67f109f_1 19 | eval/images/frisbee_edbfdfe1b4_2_00175.jpg,frisbee,* is held in the dog's mouth.,frisbee_edbfdfe1b4_2 20 | eval/images/person_c01faff1ed_3_00175.jpg,person,* is close to the fence surrounding the tennis court.,person_c01faff1ed_3 21 | eval/images/fish_5baaebdf00_1_00175.jpg,fish,"an orange, white, and black * directly below a solid yellow one.",fish_5baaebdf00_1 22 | eval/images/person_750be4c4d8_2_00145.jpg,person,an * in gray walks toward the bus.,person_750be4c4d8_2 23 | eval/images/fox_98ac6f93d9_2_00145.jpg,fox,a brown * behind a black fox.,fox_98ac6f93d9_2 24 | eval/images/person_ecae59b782_3_00175.jpg,person,an * wearing a blue shirt.,person_ecae59b782_3 25 | eval/images/person_3c4db32d74_3_00140.jpg,person,an * wearing a brown coat.,person_3c4db32d74_3 26 | eval/images/fish_40f4026bf5_1_00140.jpg,fish,an orange and white *.,fish_40f4026bf5_1 27 | eval/images/person_b69926d9fa_1_00095.jpg,person,an * wearing a black shirt sitting on a black seat.,person_b69926d9fa_1 28 | eval/images/parrot_6afd692f1a_2_00175.jpg,parrot,a white and black * sitting in front of another parrot.,parrot_6afd692f1a_2 29 | eval/images/fish_0a8c467cc3_3_00175.jpg,fish,an * below two other fish.,fish_0a8c467cc3_3 30 | eval/images/dolphin_847eeeb2e0_1_00175.jpg,dolphin,* is directly in front of a dolphin.,dolphin_847eeeb2e0_1 31 | eval/images/person_b7fb871660_3_00050.jpg,person,an * wearing a pink hat.,person_b7fb871660_3 32 | eval/images/person_541c4da30f_2_00090.jpg,person,an * riding a bike in black shorts with white stripes.,person_541c4da30f_2 33 | eval/images/penguin_df01f277f1_1_00175.jpg,penguin,an * standing straight up on the rocks.,penguin_df01f277f1_1 34 | eval/images/motorbike_6846ac20df_1_00095.jpg,motorbike,an * riding a green motor bike.,motorbike_6846ac20df_1 35 | eval/images/person_dde8e67fb4_3_00175.jpg,person,an * wearing a red shirt.,person_dde8e67fb4_3 36 | eval/images/fox_98ac6f93d9_1_00145.jpg,fox,a black * in front of a brown fox.,fox_98ac6f93d9_1 37 | eval/images/sheep_3db1ddb8cf_2_00175.jpg,sheep,an * leans into the sheep to its left.,sheep_3db1ddb8cf_2 38 | eval/images/fish_b2ce7699e3_2_00175.jpg,fish,an * extended straight to see its full body horizontally.,fish_b2ce7699e3_2 39 | eval/images/person_6b1e04d00d_3_00175.jpg,person,an * with two arms raised near a fence.,person_6b1e04d00d_3 40 | eval/images/duck_5a50640995_2_00175.jpg,duck,* walks directly behind the lead white duck.,duck_5a50640995_2 41 | eval/images/person_b44e32a42b_2_00090.jpg,person,*'s hand is nearly touching a wooden post.,person_b44e32a42b_2 42 | eval/images/turtle_0df28a9101_3_00145.jpg,turtle,an * wedged between brick and wood.,turtle_0df28a9101_3 43 | eval/images/person_9d04c280b8_1_00090.jpg,person,an * mostly hidden by someone and closest to the fence line.,person_9d04c280b8_1 44 | eval/images/person_541c4da30f_1_00090.jpg,person,an * wearing a white helmet.,person_541c4da30f_1 45 | eval/images/sheep_73e1852735_5_00145.jpg,sheep,* is farthest from the white rectangle on the pole.,sheep_73e1852735_5 46 | eval/images/tiger_9a08e7a6f8_1_00175.jpg,tiger,an * next to a stone slab.,tiger_9a08e7a6f8_1 47 | eval/images/person_4e72856cc7_2_00090.jpg,person,an * wearing a yellow and black helmet.,person_4e72856cc7_2 48 | eval/images/ape_a34f440f33_1_00175.jpg,ape,an * sitting and looking at another animal and its baby.,ape_a34f440f33_1 49 | eval/images/monkey_ae01cdab63_1_00175.jpg,monkey,an * crouched on a branch.,monkey_ae01cdab63_1 50 | eval/images/bear_e3e3245492_3_00150.jpg,bear,an * in grass by a bigger bear.,bear_e3e3245492_3 51 | eval/images/giraffe_c3e4274614_3_00090.jpg,giraffe,an * laying on the ground with its head up.,giraffe_c3e4274614_3 52 | eval/images/duck_f22d21f1f1_5_00140.jpg,duck,an * in the middle of other ducks.,duck_f22d21f1f1_5 53 | eval/images/lizard_4f827b0751_1_00140.jpg,lizard,* is below the brown lizard that looks forward.,lizard_4f827b0751_1 54 | eval/images/sheep_21f4019116_3_00175.jpg,sheep,an * at the front of the line.,sheep_21f4019116_3 55 | eval/images/person_4019231330_1_00145.jpg,person,an * throwing a tennis ball up.,person_4019231330_1 56 | eval/images/giraffe_d699d3d798_2_00090.jpg,giraffe,an * at the front of the giraffes.,giraffe_d699d3d798_2 57 | eval/images/parrot_0ce06e0121_1_00175.jpg,parrot,* is almost completely behind an arm.,parrot_0ce06e0121_1 58 | eval/images/person_2d9a1a1d49_3_00080.jpg,person,an * riding a red bicycle.,person_2d9a1a1d49_3 59 | eval/images/zebra_ef9a2e976b_2_00090.jpg,zebra,an * at the front of the other zebras.,zebra_ef9a2e976b_2 60 | eval/images/person_63281534dc_1_00145.jpg,person,* hangs below a downward-facing airplane.,person_63281534dc_1 61 | eval/images/person_dde8e67fb4_2_00175.jpg,person,an * wearing a black shirt.,person_dde8e67fb4_2 62 | eval/images/person_b69926d9fa_2_00095.jpg,person,an * wearing a light blue shirt.,person_b69926d9fa_2 63 | eval/images/duck_c8d79e3163_3_00175.jpg,duck,* is close to the black duck.,duck_c8d79e3163_3 64 | eval/images/fish_ac2b431d5f_3_00145.jpg,fish,"* is in profile in front of a tight cluster of fish, obscuring them.",fish_ac2b431d5f_3 65 | eval/images/fish_4cd427b535_2_00120.jpg,fish,* is at the bottom of a tall red object.,fish_4cd427b535_2 66 | eval/images/whale_8a75ad7924_3_00175.jpg,whale,an * between two other whales.,whale_8a75ad7924_3 67 | eval/images/duck_f22d21f1f1_2_00140.jpg,duck,an * is closest to the largest black and white duck.,duck_f22d21f1f1_2 68 | eval/images/person_62d6ece152_2_00090.jpg,person,an * hidden mostly by the band's singer.,person_62d6ece152_2 69 | eval/images/sheep_c8a46ff0c8_3_00145.jpg,sheep,an * at the back of the sheep.,sheep_c8a46ff0c8_3 70 | eval/images/person_165ec9e22b_1_00140.jpg,person,an * wearing a red jacket.,person_165ec9e22b_1 71 | eval/images/motorbike_165c42b41b_2_00090.jpg,motorbike,* is straddled by the person wearing black boots.,motorbike_165c42b41b_2 72 | eval/images/dog_b08dcc490e_2_00090.jpg,dog,"a grey, white and black *.",dog_b08dcc490e_2 73 | eval/images/mouse_1336440745_1_00175.jpg,mouse,an * heading in the direction of the blue enclosure with a round opening.,mouse_1336440745_1 74 | eval/images/person_4e72856cc7_1_00090.jpg,person,an * wearing a red and white shirt.,person_4e72856cc7_1 75 | eval/images/sheep_21f4019116_5_00175.jpg,sheep,* is in front of the first gray sheep.,sheep_21f4019116_5 76 | eval/images/dog_d7b34e5d73_2_00090.jpg,dog,*'s head is next to a blue object.,dog_d7b34e5d73_2 77 | eval/images/giant_panda_8e3a83cf2d_1_00090.jpg,giant_panda,an * hiding behind a plant and a branch.,giant_panda_8e3a83cf2d_1 78 | eval/images/person_4019231330_3_00145.jpg,person,an * in a white shirt and black shorts.,person_4019231330_3 79 | eval/images/giraffe_c3e4274614_2_00090.jpg,giraffe,an * laying on the ground with its neck down.,giraffe_c3e4274614_2 80 | eval/images/fox_89363acf76_4_00145.jpg,fox,an * under a bigger fox.,fox_89363acf76_4 81 | eval/images/leopard_f8c3fb2b01_1_00175.jpg,leopard,an * behind the barrier with no tail visible.,leopard_f8c3fb2b01_1 82 | eval/images/snowboard_c55784c766_2_00175.jpg,snowboard,a black * attached to the feet of a person.,snowboard_c55784c766_2 83 | eval/images/surfboard_a6d8a4228d_3_00175.jpg,surfboard,a white and blue * in the ocean.,surfboard_a6d8a4228d_3 84 | eval/images/person_25ad437e29_2_00215.jpg,person,an * with long brown hair.,person_25ad437e29_2 85 | eval/images/person_63281534dc_2_00145.jpg,person,an * parachutes.,person_63281534dc_2 86 | eval/images/cow_f9ea6b7f31_2_00115.jpg,cow,an * with its head lowered next to a light brown cow.,cow_f9ea6b7f31_2 87 | eval/images/person_cea7697b25_2_00120.jpg,person,an * wearing a grey sweatshirt.,person_cea7697b25_2 88 | eval/images/sheep_73e1852735_3_00145.jpg,sheep,an * closest to the white stone.,sheep_73e1852735_3 89 | eval/images/cow_c8557963f3_2_00090.jpg,cow,a light brown * behind dark brown cows.,cow_c8557963f3_2 90 | eval/images/person_3c4db32d74_2_00140.jpg,person,an * next to the person in a brown jacket.,person_3c4db32d74_2 91 | eval/images/fox_acff336758_2_00175.jpg,fox,an * with its nose lowered to the straw.,fox_acff336758_2 92 | eval/images/cow_f7cf4b4a39_1_00090.jpg,cow,an * walking between two other cows.,cow_f7cf4b4a39_1 93 | eval/images/sedan_5f51876986_1_00095.jpg,sedan,a blue * on a road next to dead grass.,sedan_5f51876986_1 94 | eval/images/sedan_df39a0d9df_2_00095.jpg,sedan,* is directly beneath a small red flag.,sedan_df39a0d9df_2 95 | eval/images/duck_f22d21f1f1_4_00140.jpg,duck,* is furthest from the white duck and facing the opposite direction.,duck_f22d21f1f1_4 96 | eval/images/fish_40f4026bf5_2_00140.jpg,fish,* is farthest from the white tube on the aquarium's edge.,fish_40f4026bf5_2 97 | eval/images/person_a2554c9f6d_2_00080.jpg,person,an * with a hat on the back of a wagon.,person_a2554c9f6d_2 98 | eval/images/sheep_73e1852735_2_00145.jpg,sheep,an * is near the water with its head up.,sheep_73e1852735_2 99 | eval/images/person_bb1b0ee89f_1_00095.jpg,person,an * sitting on the front bench of a small fishing boat.,person_bb1b0ee89f_1 100 | eval/images/frog_a66e0b7ad4_1_00175.jpg,frog,a black * moving over some pebbles.,frog_a66e0b7ad4_1 101 | eval/images/sheep_21f4019116_4_00175.jpg,sheep,an * behind the leading sheep.,sheep_21f4019116_4 102 | eval/images/tiger_7abdff3086_3_00145.jpg,tiger,* appears to be farthest from the person wearing a skirt.,tiger_7abdff3086_3 103 | eval/images/dog_4804ee2767_2_00095.jpg,dog,an * standing on its hind legs.,dog_4804ee2767_2 104 | eval/images/ape_a34f440f33_3_00175.jpg,ape,an * holdings hands with a larger ape.,ape_a34f440f33_3 105 | eval/images/person_11ce6f452e_1_00090.jpg,person,an * wearing a black baseball cap.,person_11ce6f452e_1 106 | eval/images/tiger_ea065cc205_1_00175.jpg,tiger,an * standing above another tiger.,tiger_ea065cc205_1 107 | eval/images/parrot_07c62c3d11_1_00175.jpg,parrot,* is encircled by a red ring.,parrot_07c62c3d11_1 108 | eval/images/person_41dab05200_1_00175.jpg,person,* is below a person wearing a large black pack.,person_41dab05200_1 109 | eval/images/parrot_0ce06e0121_2_00175.jpg,parrot,an * that's being grabbed by a person.,parrot_0ce06e0121_2 110 | eval/images/person_cea7697b25_1_00120.jpg,person,* stands next to yellow and white striped awning.,person_cea7697b25_1 111 | eval/images/duck_c7bf937af5_2_00090.jpg,duck,* is nearest to the front duck that faces directly forward.,duck_c7bf937af5_2 112 | eval/images/person_e0a938c6e7_2_00090.jpg,person,"a young * in a cowboy hat, riding a horse.",person_e0a938c6e7_2 113 | eval/images/frog_dd415df125_3_00115.jpg,frog,an * between two frogs.,frog_dd415df125_3 114 | eval/images/duck_c7bf937af5_1_00090.jpg,duck,"* faces forward, opposite the direction of the duck aligned behind it.",duck_c7bf937af5_1 115 | eval/images/hat_081207976e_1_00165.jpg,hat,* is atop the head of the person next to the person wearing a white poncho.,hat_081207976e_1 116 | eval/images/dog_d7b34e5d73_1_00090.jpg,dog,an * fully on a yellow mat.,dog_d7b34e5d73_1 117 | eval/images/person_ecae59b782_1_00175.jpg,person,an * wearing a white shirt.,person_ecae59b782_1 118 | eval/images/sedan_df39a0d9df_3_00095.jpg,sedan,an * closest to the tracks.,sedan_df39a0d9df_3 119 | eval/images/parrot_1157472b95_2_00175.jpg,parrot,* faces forward perched on the straighter part of the branch.,parrot_1157472b95_2 120 | eval/images/person_7f838baf2b_2_00175.jpg,person,an * wearing a green shirt and black jeans.,person_7f838baf2b_2 121 | eval/images/hat_081207976e_2_00165.jpg,hat,* is on the head of the rider in a green poncho on a medium-brown horse.,hat_081207976e_2 122 | eval/images/person_4e72856cc7_3_00090.jpg,person,an * on a red bike away from others.,person_4e72856cc7_3 123 | eval/images/person_250116161c_2_00090.jpg,person,an * wearing white pants.,person_250116161c_2 124 | eval/images/turtle_11c722a456_1_00175.jpg,turtle,an * swimming towards the surface of the water near underwater plants.,turtle_11c722a456_1 125 | eval/images/person_11ce6f452e_3_00090.jpg,person,an * wearing a red shirt and a black hat.,person_11ce6f452e_3 126 | eval/images/monkey_ae01cdab63_2_00175.jpg,monkey,an * with its tail extended upward and curled at the top.,monkey_ae01cdab63_2 127 | eval/images/cow_c8557963f3_1_00090.jpg,cow,* is directly behind and headed in the same direction as a cow with a pale face.,cow_c8557963f3_1 128 | eval/images/fish_686dafaac9_2_00140.jpg,fish,an * above the other fish.,fish_686dafaac9_2 129 | eval/images/bear_7f3658460e_1_00090.jpg,bear,an * leading a smaller bear.,bear_7f3658460e_1 130 | eval/images/fish_b2ce7699e3_3_00175.jpg,fish,an * swimming down towards white pebbles.,fish_b2ce7699e3_3 131 | eval/images/person_668364b372_1_00095.jpg,person,* stands at the end of a row of temporary dividers.,person_668364b372_1 132 | eval/images/duck_082900c5d4_2_00150.jpg,duck,an * furthest away from the other ducks.,duck_082900c5d4_2 133 | eval/images/person_3aa3f1c9e8_1_00145.jpg,person,* is below the person whose arm is out with bent elbow.,person_3aa3f1c9e8_1 134 | eval/images/frog_dd415df125_1_00115.jpg,frog,* is in front of a long greenish-yellow horizontal stalk.,frog_dd415df125_1 135 | eval/images/person_f0c34e1213_1_00090.jpg,person,"an * walking in uniform, closest to the fence barrier.",person_f0c34e1213_1 136 | eval/images/frisbee_edbfdfe1b4_1_00175.jpg,frisbee,a red * being held in someone's hand and not being shared by a dog.,frisbee_edbfdfe1b4_1 137 | eval/images/person_720b398b9c_3_00090.jpg,person,an * standing inside a canoe.,person_720b398b9c_3 138 | eval/images/bird_3d8997aeb6_1_00115.jpg,bird,* is behind the curved wires of the cage.,bird_3d8997aeb6_1 139 | eval/images/dog_b08dcc490e_1_00090.jpg,dog,* stands alone on the red pool edge.,dog_b08dcc490e_1 140 | eval/images/cow_b94d34d14e_1_00140.jpg,cow,* is furthest from the open double doors.,cow_b94d34d14e_1 141 | eval/images/person_1f8014b7fd_4_00095.jpg,person,an * right behind the boy with a multi-colored shirt on.,person_1f8014b7fd_4 142 | eval/images/giraffe_c3e4274614_4_00090.jpg,giraffe,an * that is standing with its head lowered to the ground.,giraffe_c3e4274614_4 143 | eval/images/zebra_ef9a2e976b_1_00090.jpg,zebra,an * at the front of the group.,zebra_ef9a2e976b_1 144 | eval/images/monkey_9b997664ba_1_00175.jpg,monkey,* is behind the low rock ledge.,monkey_9b997664ba_1 145 | eval/images/person_bb1b0ee89f_2_00095.jpg,person,an * in orange swimming trunks.,person_bb1b0ee89f_2 146 | eval/images/cow_f9ea6b7f31_3_00115.jpg,cow,* stands alone next to the fence by the blue container.,cow_f9ea6b7f31_3 147 | eval/images/hat_b86e50d82d_1_00230.jpg,hat,a white * on top of a man's head.,hat_b86e50d82d_1 148 | eval/images/rabbit_bf461df850_3_00145.jpg,rabbit,an * looking out the window.,rabbit_bf461df850_3 149 | eval/images/motorbike_ff15a5eff6_2_00140.jpg,motorbike,* is underneath a pair of white boots.,motorbike_ff15a5eff6_2 150 | eval/images/sheep_a78195a5f5_2_00145.jpg,sheep,an * in front of all the other sheep.,sheep_a78195a5f5_2 151 | eval/images/person_50c6f4fe3e_1_00085.jpg,person,an * in a red jacket on a bike.,person_50c6f4fe3e_1 152 | eval/images/duck_082900c5d4_1_00150.jpg,duck,* is in the water with its head tucked.,duck_082900c5d4_1 153 | eval/images/tiger_a6a810a92c_1_00145.jpg,tiger,an * laying on another tiger's belly.,tiger_a6a810a92c_1 154 | eval/images/person_c8edab0415_1_00145.jpg,person,an * in black standing on a ramp.,person_c8edab0415_1 155 | eval/images/person_f233257395_2_00090.jpg,person,an * in a black shirt.,person_f233257395_2 156 | eval/images/sedan_5f51876986_2_00095.jpg,sedan,* is next to a wall covered in foliage.,sedan_5f51876986_2 157 | eval/images/sign_22a1141970_1_00290.jpg,sign,an * on a pillar.,sign_22a1141970_1 158 | eval/images/person_b44e32a42b_3_00090.jpg,person,an * with short blonde hair wearing a striped shirt.,person_b44e32a42b_3 159 | eval/images/cow_1d746352a6_3_00065.jpg,cow,spotted * is directly under a sign that reads cuca mano.,cow_1d746352a6_3 160 | eval/images/fish_686dafaac9_3_00140.jpg,fish,* is farthest from the square black object.,fish_686dafaac9_3 161 | eval/images/person_b7fb871660_1_00050.jpg,person,an * with a red and white shirt on.,person_b7fb871660_1 162 | eval/images/fish_b2ce7699e3_1_00175.jpg,fish,an * in the middle of the tank.,fish_b2ce7699e3_1 163 | eval/images/fish_5458647306_3_00140.jpg,fish,*'s tail overlaps the middle of what looks like a tube of water.,fish_5458647306_3 164 | eval/images/zebra_96825c4714_1_00090.jpg,zebra,an * running behind two other zebras.,zebra_96825c4714_1 165 | eval/images/bird_e63463d8c6_1_00165.jpg,bird,white * is on the long edge of the brown rectangular table top.,bird_e63463d8c6_1 166 | eval/images/cow_01e64dd36a_1_00090.jpg,cow,*'s rear is next to the rear of the very long cow.,cow_01e64dd36a_1 167 | eval/images/shark_081ae4fa44_1_00145.jpg,shark,an * closest to the sea floor.,shark_081ae4fa44_1 168 | eval/images/cow_1d746352a6_2_00065.jpg,cow,the back end of a solid black * with horns that is facing two people walking by.,cow_1d746352a6_2 169 | eval/images/fish_5baaebdf00_3_00175.jpg,fish,* faces forward at the same height next to a similarly colored fish.,fish_5baaebdf00_3 170 | eval/images/hat_b86e50d82d_3_00230.jpg,hat,a gray * on a man's head.,hat_b86e50d82d_3 171 | eval/images/bear_b06f5888e6_2_00090.jpg,bear,an * mostly out of the water.,bear_b06f5888e6_2 172 | eval/images/turtle_11c722a456_2_00175.jpg,turtle,* is directly next to the green leaves.,turtle_11c722a456_2 173 | eval/images/person_41dab05200_2_00175.jpg,person,an * wearing black shorts.,person_41dab05200_2 174 | eval/images/sheep_c8a46ff0c8_4_00145.jpg,sheep,an * standing almost completely parallel to the enclosure where only the railing is seen.,sheep_c8a46ff0c8_4 175 | eval/images/fox_09ff54fef4_1_00145.jpg,fox,the * is white with a fluffy tail.,fox_09ff54fef4_1 176 | eval/images/whale_8a75ad7924_2_00175.jpg,whale,* is close to and parallel to the whale making a bigger white splash.,whale_8a75ad7924_2 177 | eval/images/person_dac361e828_1_00175.jpg,person,an * strapped to the back of another person.,person_dac361e828_1 178 | eval/images/person_50c6f4fe3e_3_00085.jpg,person,an * wearing a white shirt and black gloves.,person_50c6f4fe3e_3 179 | eval/images/hat_53e32d21ea_3_00095.jpg,hat,an * with a white nose patch.,hat_53e32d21ea_3 180 | eval/images/person_2c1a94ebfb_1_00090.jpg,person,"an * riding a bike in a white shirt and backpack, not paying attention to where they're going.",person_2c1a94ebfb_1 181 | eval/images/sheep_e39e3e0a06_2_00095.jpg,sheep,"an * standing taller than the other young ones, but not as tall as the adult.",sheep_e39e3e0a06_2 182 | eval/images/sheep_e39e3e0a06_1_00095.jpg,sheep,a baby * in front of the parent sheep.,sheep_e39e3e0a06_1 183 | eval/images/person_2f680909e6_1_00175.jpg,person,an * wearing yellow skydiving gear.,person_2f680909e6_1 184 | eval/images/fox_09ff54fef4_2_00145.jpg,fox,a brown * standing beside a white fox.,fox_09ff54fef4_2 185 | eval/images/person_2d9a1a1d49_1_00080.jpg,person,an * riding a white bicycle.,person_2d9a1a1d49_1 186 | eval/images/person_7f838baf2b_3_00175.jpg,person,* stands next to a red gate with a solid red bottom.,person_7f838baf2b_3 187 | eval/images/cow_1e1e42529d_3_00075.jpg,cow,*'s back appears to sprout a pair of large branches like horns.,cow_1e1e42529d_3 188 | eval/images/fox_89363acf76_2_00145.jpg,fox,* is almost completely hidden behind leaves.,fox_89363acf76_2 189 | eval/images/paddle_d8e77a222d_1_00090.jpg,paddle,* is gripped by gloved hands of person wearing a red lifevest.,paddle_d8e77a222d_1 190 | eval/images/parrot_59d53d1649_2_00175.jpg,parrot,an * standing in front of a mirror.,parrot_59d53d1649_2 191 | eval/images/bear_b06f5888e6_1_00090.jpg,bear,an * mostly submerged in the water with its head sticking out near some rocks.,bear_b06f5888e6_1 192 | eval/images/fish_5baaebdf00_2_00175.jpg,fish,an orange * with white spots and fins.,fish_5baaebdf00_2 193 | eval/images/tiger_a6a810a92c_2_00145.jpg,tiger,the back view of an * with its tail outstretched behind it.,tiger_a6a810a92c_2 194 | eval/images/person_9d04c280b8_2_00090.jpg,person,an * wearing a black sweatshirt.,person_9d04c280b8_2 195 | eval/images/person_3e3e4be915_1_00150.jpg,person,an * wears a red coat with cowl neck.,person_3e3e4be915_1 196 | eval/images/hat_6b685eb75b_1_00095.jpg,hat,a white * on a child's head.,hat_6b685eb75b_1 197 | eval/images/bird_e22de45950_2_00095.jpg,bird,an * behind a zebra.,bird_e22de45950_2 198 | eval/images/parrot_a2a80072d4_2_00145.jpg,parrot,an * picking up a white toy.,parrot_a2a80072d4_2 199 | eval/images/zebra_076f206928_2_00095.jpg,zebra,an * is white with black stripes.,zebra_076f206928_2 200 | eval/images/monkey_9b997664ba_2_00175.jpg,monkey,an * hiding behind a rock.,monkey_9b997664ba_2 201 | eval/images/shark_081ae4fa44_2_00145.jpg,shark,an * farthest away from the other sharks.,shark_081ae4fa44_2 202 | eval/images/parrot_07c62c3d11_3_00175.jpg,parrot,an * in a manmade nest inside a red cage.,parrot_07c62c3d11_3 203 | eval/images/fish_cf85ab28b5_1_00175.jpg,fish,* appears to be just below the large black rock-like structure.,fish_cf85ab28b5_1 204 | eval/images/penguin_df01f277f1_2_00175.jpg,penguin,a black and white * that is looking towards the left.,penguin_df01f277f1_2 205 | eval/images/mouse_f119bab27d_2_00145.jpg,mouse,an * with orange fur.,mouse_f119bab27d_2 206 | eval/images/person_165c42b41b_1_00090.jpg,person,* leans forward atop a red and white motorbike.,person_165c42b41b_1 207 | eval/images/sheep_e39e3e0a06_4_00095.jpg,sheep,an * standing beneath a larger sheep.,sheep_e39e3e0a06_4 208 | eval/images/rabbit_bf461df850_1_00145.jpg,rabbit,and * has longer ears than the other rabbits.,rabbit_bf461df850_1 209 | eval/images/person_668364b372_2_00095.jpg,person,an * with a white shirt leaning against a gate.,person_668364b372_2 210 | eval/images/person_165ec9e22b_2_00140.jpg,person,an * wearing a white helmet.,person_165ec9e22b_2 211 | eval/images/person_a6d8a4228d_4_00175.jpg,person,an * rides a white surfboard.,person_a6d8a4228d_4 212 | eval/images/duck_5a50640995_1_00175.jpg,duck,an * moving in front of four other ducks.,duck_5a50640995_1 213 | eval/images/person_f0c34e1213_2_00090.jpg,person,* faces toward a similar person standing right next to it.,person_f0c34e1213_2 214 | eval/images/person_2f680909e6_2_00175.jpg,person,"an * on a yellow, red and white board.",person_2f680909e6_2 215 | eval/images/person_7e1922575c_3_00095.jpg,person,* is behind the rail and not touching it.,person_7e1922575c_3 216 | eval/images/tiger_9a08e7a6f8_2_00175.jpg,tiger,an * by some trees.,tiger_9a08e7a6f8_2 217 | eval/images/person_af8826d084_1_00090.jpg,person,an * in a white shirt riding a horse.,person_af8826d084_1 218 | eval/images/fish_cf85ab28b5_2_00175.jpg,fish,an orange and black * next to an orange and white fish.,fish_cf85ab28b5_2 219 | eval/images/person_62d6ece152_3_00090.jpg,person,an * holding a guitar.,person_62d6ece152_3 220 | eval/images/cow_f7cf4b4a39_2_00090.jpg,cow,an * in front of two other cows.,cow_f7cf4b4a39_2 221 | eval/images/dog_77610860e0_2_00055.jpg,dog,an * with hind legs in the air.,dog_77610860e0_2 222 | eval/images/turtle_0df28a9101_1_00145.jpg,turtle,an * standing next to a doorway.,turtle_0df28a9101_1 223 | eval/images/bird_3d8997aeb6_2_00115.jpg,bird,an * is leaning on another bird.,bird_3d8997aeb6_2 224 | eval/images/fish_4cd427b535_1_00120.jpg,fish,yellow * is swimming toward tall red object.,fish_4cd427b535_1 225 | eval/images/bird_967bffe201_2_00090.jpg,bird,an * in flight with its wings outstretched almost completely in a horizontal position.,bird_967bffe201_2 226 | eval/images/zebra_ef9a2e976b_3_00090.jpg,zebra,"*'s body is completely parallel with a zebra, obscuring most of it.",zebra_ef9a2e976b_3 227 | eval/images/person_a2554c9f6d_1_00080.jpg,person,an * wearing a blue shirt and a white hat.,person_a2554c9f6d_1 228 | eval/images/zebra_96825c4714_3_00090.jpg,zebra,an * between two zebras.,zebra_96825c4714_3 229 | eval/images/duck_06ee361788_3_00090.jpg,duck,* is at the convergence of water ripples forming a v.,duck_06ee361788_3 230 | eval/images/cow_01e64dd36a_2_00090.jpg,cow,an * hiding behind another cow.,cow_01e64dd36a_2 231 | eval/images/frog_a66e0b7ad4_2_00175.jpg,frog,* is behind a red plant.,frog_a66e0b7ad4_2 232 | eval/images/person_c8edab0415_3_00145.jpg,person,an * wearing a green shirt standing in front of a ramp.,person_c8edab0415_3 233 | eval/images/rabbit_bf461df850_2_00145.jpg,rabbit,* is crouched on a flat orange object.,rabbit_bf461df850_2 234 | eval/images/cow_1e1e42529d_1_00075.jpg,cow,an * leads the herd from the middle of the front.,cow_1e1e42529d_1 235 | eval/images/ape_394638fc8b_3_00095.jpg,ape,* is behind the thin diagonal pole.,ape_394638fc8b_3 236 | eval/images/ape_669b572898_2_00175.jpg,ape,* is stepping over a large crack in the ground.,ape_669b572898_2 237 | eval/images/person_69c67f109f_3_00175.jpg,person,an * watching another person surf.,person_69c67f109f_3 238 | eval/images/zebra_076f206928_1_00095.jpg,zebra,* appears to lie under the rear of a zebra.,zebra_076f206928_1 239 | eval/images/person_2c1a94ebfb_2_00090.jpg,person,an * wearing a yellow shirt and jeans.,person_2c1a94ebfb_2 240 | eval/images/duck_c8d79e3163_2_00175.jpg,duck,a black * floats in the water.,duck_c8d79e3163_2 241 | eval/images/fox_89363acf76_3_00145.jpg,fox,an * behind the rest of the foxes.,fox_89363acf76_3 242 | eval/images/parrot_5e08de0ed7_1_00175.jpg,parrot,an * perched inside a cage.,parrot_5e08de0ed7_1 243 | eval/images/sheep_3db1ddb8cf_1_00175.jpg,sheep,an * in the middle of the group.,sheep_3db1ddb8cf_1 244 | eval/images/dolphin_847eeeb2e0_2_00175.jpg,dolphin,* is directly behind a dolphin's tail end.,dolphin_847eeeb2e0_2 245 | eval/images/bear_e3e3245492_2_00150.jpg,bear,an * very close to the big bear.,bear_e3e3245492_2 246 | eval/images/lizard_4f827b0751_3_00140.jpg,lizard,a grey and yellow *.,lizard_4f827b0751_3 247 | eval/images/parrot_1122c1d16a_3_00175.jpg,parrot,* is in the hand with its index finger extended and visible.,parrot_1122c1d16a_3 248 | eval/images/ape_669b572898_3_00175.jpg,ape,an * walking behind another ape.,ape_669b572898_3 249 | eval/images/bird_967bffe201_1_00090.jpg,bird,an * by the highest mound,bird_967bffe201_1 250 | eval/images/sheep_c8a46ff0c8_5_00145.jpg,sheep,"* stands parallel to the sheep closest to the white rail, but facing the opposite way.",sheep_c8a46ff0c8_5 251 | eval/images/person_3af847e62f_2_00090.jpg,person,* is holding the head of the black animal.,person_3af847e62f_2 252 | eval/images/bear_7f3658460e_2_00090.jpg,bear,a young brown * following an adult in an overgrown area.,bear_7f3658460e_2 253 | eval/images/parrot_a2a80072d4_1_00145.jpg,parrot,green and blue * is hovering over round white item.,parrot_a2a80072d4_1 254 | -------------------------------------------------------------------------------- /annotations/ytvos/cleaned_captions_ytvos_val.csv: -------------------------------------------------------------------------------- 1 | image_name,coarse_grained_class,caption,class_id 2 | eval/images/hat_44b4dad8c9_2_00150.jpg,hat,an * on the head of a person with a dark blue shirt.,hat_44b4dad8c9_2 3 | eval/images/shark_2cc5d9c5f6_3_00175.jpg,shark,* is underneath the big darker shark.,shark_2cc5d9c5f6_3 4 | eval/images/airplane_728cda9b65_1_00085.jpg,airplane,an * with white smoke next to one with blue smoke.,airplane_728cda9b65_1 5 | eval/images/lion_da6003fc72_2_00145.jpg,lion,tail of * is near the legs of the man.,lion_da6003fc72_2 6 | eval/images/cow_161eb59aad_2_00095.jpg,cow,an * next to a baby giraffe.,cow_161eb59aad_2 7 | eval/images/sheep_827cf4f886_2_00090.jpg,sheep,* stands in the middle of broken branches.,sheep_827cf4f886_2 8 | eval/images/dog_80db581acd_2_00095.jpg,dog,an * with light brown and white fur.,dog_80db581acd_2 9 | eval/images/hat_eb6d7ab39e_3_00115.jpg,hat,a white * being worn by a man in a blue shirt.,hat_eb6d7ab39e_3 10 | eval/images/sheep_9e6ddbb52d_1_00090.jpg,sheep,an * walking in front of another sheep.,sheep_9e6ddbb52d_1 11 | eval/images/frisbee_c34d120a88_1_00175.jpg,frisbee,* lays on the ground between two dark square objects.,frisbee_c34d120a88_1 12 | eval/images/duck_4b3154c159_1_00165.jpg,duck,an * dips its head in the water.,duck_4b3154c159_1 13 | eval/images/bird_0866d4c5e3_1_00090.jpg,bird,an * with it's peak in the ground.,bird_0866d4c5e3_1 14 | eval/images/monkey_2fc9520b53_5_00175.jpg,monkey,a yellow * being held by another monkey.,monkey_2fc9520b53_5 15 | eval/images/person_946d71fb5d_1_00095.jpg,person,an * riding a horse.,person_946d71fb5d_1 16 | eval/images/person_3aa7fce8b6_1_00090.jpg,person,an * is balding.,person_3aa7fce8b6_1 17 | eval/images/giraffe_03a06cc98a_2_00095.jpg,giraffe,*'s neck is parallel to the pole with the thatched umbrella top.,giraffe_03a06cc98a_2 18 | eval/images/hat_eb6d7ab39e_2_00115.jpg,hat,* is on the head of a man whose shoulders are draped in a plaid scarf.,hat_eb6d7ab39e_2 19 | eval/images/sheep_a9c9c1517e_5_00055.jpg,sheep,an * is white with black splotches.,sheep_a9c9c1517e_5 20 | eval/images/ape_30c35c64a4_1_00145.jpg,ape,an * holding a baby.,ape_30c35c64a4_1 21 | eval/images/person_8ff61619f6_2_00275.jpg,person,an * in an orange dress next to a vehicle.,person_8ff61619f6_2 22 | eval/images/bear_728e81c319_2_00090.jpg,bear,an * walking beside a larger bear.,bear_728e81c319_2 23 | eval/images/zebra_f9e4cc5a0a_2_00095.jpg,zebra,* stands sideways with its rear above water touching the rear of a zebra.,zebra_f9e4cc5a0a_2 24 | eval/images/dolphin_0f2ab8b1ff_3_00175.jpg,dolphin,an * to the far right of the other dolphins.,dolphin_0f2ab8b1ff_3 25 | eval/images/parrot_c36240d96f_1_00145.jpg,parrot,an * standing over a blue shoe.,parrot_c36240d96f_1 26 | eval/images/parrot_365f459863_1_00175.jpg,parrot,an * closest to the corner of the roof.,parrot_365f459863_1 27 | eval/images/rabbit_e6295f223f_4_00175.jpg,rabbit,a small white * that would have to travel farthest to get to the opening of the box.,rabbit_e6295f223f_4 28 | eval/images/zebra_f9e4cc5a0a_1_00095.jpg,zebra,*'s rear end is above water and touches rear of another zebra who faces sideways.,zebra_f9e4cc5a0a_1 29 | eval/images/parrot_351cfd6bc5_2_00175.jpg,parrot,yellow * stands on edge of food bowl and touches a blue parrot.,parrot_351cfd6bc5_2 30 | eval/images/person_05a0a513df_1_00095.jpg,person,an * with a blue and yellow jacket.,person_05a0a513df_1 31 | eval/images/person_3a079fb484_2_00175.jpg,person,an * attached to a person.,person_3a079fb484_2 32 | eval/images/fish_1180cbf814_1_00175.jpg,fish,an * swimming above the rocks.,fish_1180cbf814_1 33 | eval/images/zebra_4783d2ab87_2_00095.jpg,zebra,"an * mostly hidden behind another animal, with only its head and back legs visible.",zebra_4783d2ab87_2 34 | eval/images/sheep_779e847a9a_1_00080.jpg,sheep,an * behind another sheep.,sheep_779e847a9a_1 35 | eval/images/cow_161eb59aad_3_00095.jpg,cow,an * grazing next to a white branch.,cow_161eb59aad_3 36 | eval/images/rabbit_e6295f223f_3_00175.jpg,rabbit,an * hiding inside of a box.,rabbit_e6295f223f_3 37 | eval/images/person_731b825695_1_00140.jpg,person,an * that is bent over.,person_731b825695_1 38 | eval/images/person_193ffaa217_3_00090.jpg,person,* is straddling but not seated on the bike whose front wheel touches the white line.,person_193ffaa217_3 39 | eval/images/sedan_5a4a785006_2_00095.jpg,sedan,a red * parked in front of a yellow car.,sedan_5a4a785006_2 40 | eval/images/duck_afb71e22c5_3_00090.jpg,duck,an * is almost touching a duck.,duck_afb71e22c5_3 41 | eval/images/monkey_2fc9520b53_1_00175.jpg,monkey,an * sitting behind six other monkeys.,monkey_2fc9520b53_1 42 | eval/images/earless_seal_1e1a18c45a_3_00175.jpg,earless_seal,the front of an * with its nose extended directly upward towards the sky.,earless_seal_1e1a18c45a_3 43 | eval/images/rabbit_6bf584200f_2_00170.jpg,rabbit,an * stands behind white bars.,rabbit_6bf584200f_2 44 | eval/images/giraffe_c3be369fdb_3_00090.jpg,giraffe,* stands alone facing forward by a group of rocks.,giraffe_c3be369fdb_3 45 | eval/images/person_d38bc77e2c_1_00195.jpg,person,an * wearing a black and white striped shirt.,person_d38bc77e2c_1 46 | eval/images/monkey_ff5a1ec4f3_2_00175.jpg,monkey,an * standing on the back of a bicycle.,monkey_ff5a1ec4f3_2 47 | eval/images/person_0891ac2eb6_3_00080.jpg,person,an * sitting on a chair talking to someone.,person_0891ac2eb6_3 48 | eval/images/parrot_5158d6e985_2_00175.jpg,parrot,an * perched on a branch while facing right.,parrot_5158d6e985_2 49 | eval/images/zebra_6cccc985e0_1_00095.jpg,zebra,* is closest to the zebra that faces directly forward.,zebra_6cccc985e0_1 50 | eval/images/sheep_b4d84bc371_5_00175.jpg,sheep,an * has a blue tag on its ear.,sheep_b4d84bc371_5 51 | eval/images/dolphin_24866b4e6a_3_00145.jpg,dolphin,an * crosses a large dolphins rear fin while swimming down.,dolphin_24866b4e6a_3 52 | eval/images/person_51e85b347b_2_00175.jpg,person,an * driving a red motorcycle with their left foot on the ground.,person_51e85b347b_2 53 | eval/images/fish_a74b9ca19c_2_00175.jpg,fish,an * below the skinniest gray fish.,fish_a74b9ca19c_2 54 | eval/images/person_4baa1ed4aa_2_00090.jpg,person,an * in the back window of the fire truck.,person_4baa1ed4aa_2 55 | eval/images/dog_e33c18412a_1_00070.jpg,dog,* faces away from the white curb.,dog_e33c18412a_1 56 | eval/images/bucket_ab33a18ded_2_00095.jpg,bucket,a red * resting on the edge of a sandbox.,bucket_ab33a18ded_2 57 | eval/images/person_454f227427_2_00240.jpg,person,an * with long black hair.,person_454f227427_2 58 | eval/images/ape_551acbffd5_1_00145.jpg,ape,"an adult * that is partially hidden behind a log, but face still mostly visible.",ape_551acbffd5_1 59 | eval/images/duck_466ba4ae0c_4_00175.jpg,duck,* is completely behind the pace of the walking man.,duck_466ba4ae0c_4 60 | eval/images/bird_c9c3cb3797_3_00090.jpg,bird,an * in the middle of the rocks.,bird_c9c3cb3797_3 61 | eval/images/earless_seal_1e1a18c45a_2_00175.jpg,earless_seal,"an * on the rocks, farthest away from the source of water.",earless_seal_1e1a18c45a_2 62 | eval/images/dolphin_8bdb091ccf_1_00175.jpg,dolphin,* is closest to the sharper corner of the pool.,dolphin_8bdb091ccf_1 63 | eval/images/ape_64453cf61d_3_00175.jpg,ape,an * moving through a doorway.,ape_64453cf61d_3 64 | eval/images/person_8ff61619f6_3_00275.jpg,person,an * is closest to the street from the middle door.,person_8ff61619f6_3 65 | eval/images/person_94cf3a8025_2_00095.jpg,person,an * wearing white pants.,person_94cf3a8025_2 66 | eval/images/sheep_07353b2a89_2_00145.jpg,sheep,rear of * is behind the man's bent leg.,sheep_07353b2a89_2 67 | eval/images/sign_77ba4edc72_2_00095.jpg,sign,an * at the front of the drive way.,sign_77ba4edc72_2 68 | eval/images/duck_2e03b8127a_2_00175.jpg,duck,*'s body appears to touch the curved black neck of a goose.,duck_2e03b8127a_2 69 | eval/images/sheep_1aa3da3ee3_3_00145.jpg,sheep,an * is only visible by its tail.,sheep_1aa3da3ee3_3 70 | eval/images/sheep_827cf4f886_1_00090.jpg,sheep,an * in the middle of the others sheep.,sheep_827cf4f886_1 71 | eval/images/hat_44b4dad8c9_3_00150.jpg,hat,* is on the head of the person wearing dark goggles.,hat_44b4dad8c9_3 72 | eval/images/person_362c5bc56e_3_00175.jpg,person,an * wearing a white shirt.,person_362c5bc56e_3 73 | eval/images/sedan_5a4a785006_3_00095.jpg,sedan,* is directly behind a red car.,sedan_5a4a785006_3 74 | eval/images/fish_2bab50f9a7_2_00175.jpg,fish,* is directly next to and facing the aquarium's glass side.,fish_2bab50f9a7_2 75 | eval/images/person_2f97d9fecb_3_00095.jpg,person,an * bending over in a white shirt.,person_2f97d9fecb_3 76 | eval/images/person_939bdf742e_2_00190.jpg,person,an * wearing a dark blue jacket.,person_939bdf742e_2 77 | eval/images/person_165c3c8cd4_1_00095.jpg,person,an * wearing a black and white striped shirt.,person_165c3c8cd4_1 78 | eval/images/giraffe_c8f494f416_3_00095.jpg,giraffe,an * behind two other giraffes.,giraffe_c8f494f416_3 79 | eval/images/penguin_2db0576a5c_1_00175.jpg,penguin,an * stands alone.,penguin_2db0576a5c_1 80 | eval/images/plant_4c25dfa8ec_2_00170.jpg,plant,* is between the two shorter white pillars.,plant_4c25dfa8ec_2 81 | eval/images/fish_a74b9ca19c_1_00175.jpg,fish,an * with a black and white tail.,fish_a74b9ca19c_1 82 | eval/images/tiger_4e824b9247_3_00175.jpg,tiger,a baby * pushing its snout into fur.,tiger_4e824b9247_3 83 | eval/images/person_485f3944cd_2_00100.jpg,person,an * rows while shirtless.,person_485f3944cd_2 84 | eval/images/person_d38bc77e2c_2_00195.jpg,person,* walks behind the crouching white-shirted person.,person_d38bc77e2c_2 85 | eval/images/horse_f54c67b9bb_1_00095.jpg,horse,an * is white with large brown spots.,horse_f54c67b9bb_1 86 | eval/images/person_ff15a5eff6_1_00140.jpg,person,"an * in midair, riding a dirt bike.",person_ff15a5eff6_1 87 | eval/images/airplane_728cda9b65_2_00085.jpg,airplane,* is at the front of a v-shaped formation.,airplane_728cda9b65_2 88 | eval/images/sedan_a2c996e429_3_00295.jpg,sedan,a black * next to a bus.,sedan_a2c996e429_3 89 | eval/images/duck_83d40bcba5_3_00085.jpg,duck,* is standing out of the pool of water and facing away from it.,duck_83d40bcba5_3 90 | eval/images/person_540850e1c7_2_00195.jpg,person,an * wearing a black shirt and a white helmet.,person_540850e1c7_2 91 | eval/images/ape_efce0c1868_5_00175.jpg,ape,* is hidden behind the crouching ape.,ape_efce0c1868_5 92 | eval/images/person_4fdfef4dea_3_00090.jpg,person,an * riding a bike that will reach the downward hill second.,person_4fdfef4dea_3 93 | eval/images/person_a99738f24c_3_00160.jpg,person,* faces forward and shakes hand of man facing water.,person_a99738f24c_3 94 | eval/images/person_4fdfef4dea_1_00090.jpg,person,* is riding on the fluorescent green bicycle.,person_4fdfef4dea_1 95 | eval/images/penguin_dc704dd647_2_00175.jpg,penguin,an * walking behind another penguin.,penguin_dc704dd647_2 96 | eval/images/person_05a0a513df_2_00095.jpg,person,an * wearing a beige jacket.,person_05a0a513df_2 97 | eval/images/person_a4757bd7af_2_00095.jpg,person,an * in riding attire on a horse.,person_a4757bd7af_2 98 | eval/images/dog_76962c7ed2_2_00070.jpg,dog,* is face to face with a slightly bigger black dog.,dog_76962c7ed2_2 99 | eval/images/frisbee_f7782c430e_2_00145.jpg,frisbee,* is held next to a white frisbee.,frisbee_f7782c430e_2 100 | eval/images/monkey_2fc9520b53_2_00175.jpg,monkey,"an * holding food in its right hand, facing away from the rest.",monkey_2fc9520b53_2 101 | eval/images/giraffe_03a06cc98a_1_00095.jpg,giraffe,an * that isn't tall enough to peek its head over the fence.,giraffe_03a06cc98a_1 102 | eval/images/zebra_4783d2ab87_3_00095.jpg,zebra,* stands parallel behind a zebra but facing the opposite direction.,zebra_4783d2ab87_3 103 | eval/images/person_e42b6d3dbb_2_00110.jpg,person,an * wearing a black shirt.,person_e42b6d3dbb_2 104 | eval/images/person_79f014085e_1_00090.jpg,person,an * directly behind a brown horse.,person_79f014085e_1 105 | eval/images/person_5914c30f05_3_00095.jpg,person,an * wearing a blue shirt standing behind a tree.,person_5914c30f05_3 106 | eval/images/person_454f227427_1_00240.jpg,person,an * marching between two girls.,person_454f227427_1 107 | eval/images/penguin_18b245ab49_1_00090.jpg,penguin,an * in front of the other penguins.,penguin_18b245ab49_1 108 | eval/images/penguin_2db0576a5c_2_00175.jpg,penguin,* is the most forward in a group of four.,penguin_2db0576a5c_2 109 | eval/images/fish_1180cbf814_2_00175.jpg,fish,a yellow * swimming above a white fish.,fish_1180cbf814_2 110 | eval/images/dog_2a18873352_2_00090.jpg,dog,a white * playing with a black dog.,dog_2a18873352_2 111 | eval/images/person_8dd3ab71b9_1_00090.jpg,person,an * with a blue shirt in last place.,person_8dd3ab71b9_1 112 | eval/images/giraffe_189ac8208a_2_00090.jpg,giraffe,* stands under a high metal rack that holds hay.,giraffe_189ac8208a_2 113 | eval/images/person_e5ce96a55d_1_00060.jpg,person,an * wearing a black shirt and white gloves.,person_e5ce96a55d_1 114 | eval/images/monkey_838eb3bd89_1_00175.jpg,monkey,an * with brown fir in a red shirt.,monkey_838eb3bd89_1 115 | eval/images/person_165c3c8cd4_2_00095.jpg,person,an * with a strap on their back,person_165c3c8cd4_2 116 | eval/images/bear_c279e641ee_1_00095.jpg,bear,an * holding a paw off the ground.,bear_c279e641ee_1 117 | eval/images/person_c92c8c3c75_3_00095.jpg,person,* stands fully upright by a greenish boat on the water's edge.,person_c92c8c3c75_3 118 | eval/images/person_3a079fb484_1_00175.jpg,person,an * attached to a person.,person_3a079fb484_1 119 | eval/images/person_9002761b41_3_00095.jpg,person,an * in a black and white shirt rides a black horse.,person_9002761b41_3 120 | eval/images/person_59b175e138_1_00095.jpg,person,an * speaks into the microphone.,person_59b175e138_1 121 | eval/images/sheep_a7491f1578_3_00145.jpg,sheep,*'s rear is overlapped by the black face of a young sheep.,sheep_a7491f1578_3 122 | eval/images/monkey_08e1e4de15_4_00175.jpg,monkey,a small * perched on the largest standalone rock with its arm partially covering its face.,monkey_08e1e4de15_4 123 | eval/images/dolphin_c27adaeac5_2_00175.jpg,dolphin,an * under the bigger dolphin.,dolphin_c27adaeac5_2 124 | eval/images/person_0321b18c10_1_00090.jpg,person,an * wearing a tank top.,person_0321b18c10_1 125 | eval/images/rabbit_6bf584200f_1_00170.jpg,rabbit,an * behind the links.,rabbit_6bf584200f_1 126 | eval/images/person_d9e52be2d2_1_00095.jpg,person,an * wearing a yellow shirt standing on a boat.,person_d9e52be2d2_1 127 | eval/images/dolphin_c27adaeac5_3_00175.jpg,dolphin,* is obscured behind a big dophin.,dolphin_c27adaeac5_3 128 | eval/images/dolphin_0f2ab8b1ff_2_00175.jpg,dolphin,* is closest to the gray dolphin with the most curving body.,dolphin_0f2ab8b1ff_2 129 | eval/images/zebra_6cccc985e0_2_00095.jpg,zebra,* stands apart from other similar entities and faces forward.,zebra_6cccc985e0_2 130 | eval/images/monkey_ff5a1ec4f3_4_00175.jpg,monkey,an * looking at a bicycle pedal.,monkey_ff5a1ec4f3_4 131 | eval/images/plant_4c25dfa8ec_3_00170.jpg,plant,* is next to the shorter white pillar and no other pillar.,plant_4c25dfa8ec_3 132 | eval/images/rabbit_e6295f223f_1_00175.jpg,rabbit,an * hiding behind a box closest to the side without a side flap extending outward.,rabbit_e6295f223f_1 133 | eval/images/duck_afb71e22c5_1_00090.jpg,duck,an * looks at the duck to its right.,duck_afb71e22c5_1 134 | eval/images/fish_2bab50f9a7_1_00175.jpg,fish,an * nibbling the tail of a fish.,fish_2bab50f9a7_1 135 | eval/images/person_0a23765d15_2_00135.jpg,person,an * behind a box.,person_0a23765d15_2 136 | eval/images/earless_seal_1e1a18c45a_1_00175.jpg,earless_seal,* is poised with its chest over a gap in the rock.,earless_seal_1e1a18c45a_1 137 | eval/images/cow_282b0d51f5_1_00095.jpg,cow,* faces away from the darker cow.,cow_282b0d51f5_1 138 | eval/images/plant_01c76f0a82_3_00095.jpg,plant,* is visible directly above the top of the white car.,plant_01c76f0a82_3 139 | eval/images/person_c079a6482d_1_00095.jpg,person,* is astride the horse with the bright white facial coloring.,person_c079a6482d_1 140 | eval/images/leopard_9eadcea74f_2_00170.jpg,leopard,* is on a tree's trunk.,leopard_9eadcea74f_2 141 | eval/images/person_939bdf742e_1_00190.jpg,person,an * wearing a white coat.,person_939bdf742e_1 142 | eval/images/sheep_07353b2a89_1_00145.jpg,sheep,an * closest to the gate.,sheep_07353b2a89_1 143 | eval/images/person_54657855cd_2_00095.jpg,person,an * wearing white and red shorts.,person_54657855cd_2 144 | eval/images/sheep_9e6ddbb52d_2_00090.jpg,sheep,an * walking behind another sheep.,sheep_9e6ddbb52d_2 145 | eval/images/tiger_4e824b9247_2_00175.jpg,tiger,*'s back is touched by the muzzle of a tiger cub.,tiger_4e824b9247_2 146 | eval/images/person_54657855cd_3_00095.jpg,person,* is riding closest to a stone wall.,person_54657855cd_3 147 | eval/images/frisbee_c34d120a88_2_00175.jpg,frisbee,an * is in a boy's hand.,frisbee_c34d120a88_2 148 | eval/images/sheep_b4d84bc371_3_00175.jpg,sheep,hornless * stands facing forward in front of a horned sheep.,sheep_b4d84bc371_3 149 | eval/images/person_d9e52be2d2_3_00095.jpg,person,an * standing on the middle boat.,person_d9e52be2d2_3 150 | eval/images/dolphin_8bdb091ccf_2_00175.jpg,dolphin,an * behind someone talking on a microphone.,dolphin_8bdb091ccf_2 151 | eval/images/bird_c9c3cb3797_1_00090.jpg,bird,an * perched on a rock while facing to the right.,bird_c9c3cb3797_1 152 | eval/images/person_51e85b347b_1_00175.jpg,person,an * wearing a black helmet and a black jacket.,person_51e85b347b_1 153 | eval/images/person_2f97d9fecb_2_00095.jpg,person,an * standing next to a bent over person.,person_2f97d9fecb_2 154 | eval/images/sedan_a2c996e429_2_00295.jpg,sedan,a four-door * closest to the side of the road with palm trees and a picket fence.,sedan_a2c996e429_2 155 | eval/images/frisbee_65ab7e1d98_4_00175.jpg,frisbee,an * completely flat on the ground and by the back foot of a dog.,frisbee_65ab7e1d98_4 156 | eval/images/sign_77ba4edc72_3_00095.jpg,sign,* is on a post at the corner of the green lawn and brick drive.,sign_77ba4edc72_3 157 | eval/images/dolphin_24866b4e6a_1_00145.jpg,dolphin,an * in the middle of other dolphins.,dolphin_24866b4e6a_1 158 | eval/images/bear_f9d3e04c4f_1_00090.jpg,bear,an * with dark brown fur.,bear_f9d3e04c4f_1 159 | eval/images/person_485f3944cd_3_00100.jpg,person,an * wearing a red hat.,person_485f3944cd_3 160 | eval/images/person_75504539c3_4_00090.jpg,person,an * wearing a black and white helmet.,person_75504539c3_4 161 | eval/images/shark_2cc5d9c5f6_2_00175.jpg,shark,an * behind the other sharks.,shark_2cc5d9c5f6_2 162 | eval/images/monkey_2fc9520b53_3_00175.jpg,monkey,an * sitting next to an animal with food in its right hand.,monkey_2fc9520b53_3 163 | eval/images/monkey_2fc9520b53_4_00175.jpg,monkey,an * holding a small yellow monkey.,monkey_2fc9520b53_4 164 | eval/images/person_540850e1c7_1_00195.jpg,person,* is astride a bike labeled with card 33.,person_540850e1c7_1 165 | eval/images/person_4baa1ed4aa_3_00090.jpg,person,* is partly out the truck's middle window.,person_4baa1ed4aa_3 166 | eval/images/turtle_beeb8a3f92_3_00145.jpg,turtle,an * with its face closest to the red empty bowl.,turtle_beeb8a3f92_3 167 | eval/images/ape_30c35c64a4_2_00145.jpg,ape,an * clinging to a large gorilla.,ape_30c35c64a4_2 168 | eval/images/person_c079a6482d_3_00095.jpg,person,an * on a horse beneath a ford advertisement.,person_c079a6482d_3 169 | eval/images/person_bb89a6b18a_3_00085.jpg,person,an * wearing red and white shorts.,person_bb89a6b18a_3 170 | eval/images/person_4db117e6c5_3_00090.jpg,person,an * wearing a black jacket in front of a white sign.,person_4db117e6c5_3 171 | eval/images/fish_77d8aa8691_5_00175.jpg,fish,an * in the middle of the fish.,fish_77d8aa8691_5 172 | eval/images/person_59b175e138_2_00095.jpg,person,an * at the front of the other people.,person_59b175e138_2 173 | eval/images/plant_4c25dfa8ec_1_00170.jpg,plant,a smaller * next to the tallest planter.,plant_4c25dfa8ec_1 174 | eval/images/frisbee_f7782c430e_1_00145.jpg,frisbee,* is held in hand next to a similar red object.,frisbee_f7782c430e_1 175 | eval/images/person_79f014085e_2_00090.jpg,person,an * behind a brown horse.,person_79f014085e_2 176 | eval/images/person_3c8320669c_4_00175.jpg,person,* is behind the person with a black and white cap.,person_3c8320669c_4 177 | eval/images/duck_afb71e22c5_2_00090.jpg,duck,an * closest to the furthest duck.,duck_afb71e22c5_2 178 | eval/images/parrot_351cfd6bc5_5_00175.jpg,parrot,the blue * is on a bowl that has only one other bird on its edge.,parrot_351cfd6bc5_5 179 | eval/images/sheep_07353b2a89_4_00145.jpg,sheep,an * directly in front of a white sign with green lettering.,sheep_07353b2a89_4 180 | eval/images/horse_f54c67b9bb_3_00095.jpg,horse,* is about to step from a smooth surface to rough sand.,horse_f54c67b9bb_3 181 | eval/images/sheep_a9c9c1517e_3_00055.jpg,sheep,an * at the front of the sheep.,sheep_a9c9c1517e_3 182 | eval/images/cow_282b0d51f5_2_00095.jpg,cow,an * in front of a person on a gate.,cow_282b0d51f5_2 183 | eval/images/duck_3c700f073e_2_00175.jpg,duck,* is slightly lower than the duck next to it.,duck_3c700f073e_2 184 | eval/images/plant_01c76f0a82_2_00095.jpg,plant,* appears to be above the hood of the dark red car.,plant_01c76f0a82_2 185 | eval/images/person_d9e52be2d2_2_00095.jpg,person,"an * with their face visible, sitting higher than the others on the red boat.",person_d9e52be2d2_2 186 | eval/images/bucket_ab33a18ded_3_00095.jpg,bucket,a red * laying by a yellow shovel.,bucket_ab33a18ded_3 187 | eval/images/giraffe_03a06cc98a_3_00095.jpg,giraffe,an * that could eat from higher branches the others may not be able to even reach.,giraffe_03a06cc98a_3 188 | eval/images/bear_c279e641ee_2_00095.jpg,bear,* stands behind a similar bear with lowered head.,bear_c279e641ee_2 189 | eval/images/person_bb721eb9aa_3_00175.jpg,person,an * in the pool next to chairs.,person_bb721eb9aa_3 190 | eval/images/fish_26f7784762_2_00175.jpg,fish,* is directly above a green leaf and faces forward.,fish_26f7784762_2 191 | eval/images/duck_2e03b8127a_1_00175.jpg,duck,an * about to step onto the street.,duck_2e03b8127a_1 192 | eval/images/shark_ae1bcbd423_2_00175.jpg,shark,an * furthest from the humans.,shark_ae1bcbd423_2 193 | eval/images/frisbee_65ab7e1d98_5_00175.jpg,frisbee,an * falling to the ground.,frisbee_65ab7e1d98_5 194 | eval/images/turtle_beeb8a3f92_2_00145.jpg,turtle,an * hiding between a box and two other turtles.,turtle_beeb8a3f92_2 195 | eval/images/person_946d71fb5d_3_00095.jpg,person,an * in a white shirt.,person_946d71fb5d_3 196 | eval/images/lion_bb1c770fe7_3_00145.jpg,lion,an * laying on the ground between two trees.,lion_bb1c770fe7_3 197 | eval/images/person_c92c8c3c75_2_00095.jpg,person,an * wearing a white t-shirt standing behind a person with a yellow t-shirt.,person_c92c8c3c75_2 198 | eval/images/zebra_13e3070469_2_00200.jpg,zebra,a black and white * that is smaller than the others in a natural environment.,zebra_13e3070469_2 199 | eval/images/zebra_5ed838bd5c_3_00095.jpg,zebra,"* stands on the edge of watering hole, not in it, facing away from it.",zebra_5ed838bd5c_3 200 | eval/images/duck_466ba4ae0c_3_00175.jpg,duck,an * with brown feathers.,duck_466ba4ae0c_3 201 | eval/images/person_8dd3ab71b9_2_00090.jpg,person,an * is one bike away from being last.,person_8dd3ab71b9_2 202 | eval/images/lion_da6003fc72_1_00145.jpg,lion,an * walking in front of another lion.,lion_da6003fc72_1 203 | eval/images/dog_2a18873352_1_00090.jpg,dog,a black * playing with a white dog.,dog_2a18873352_1 204 | eval/images/sheep_a7491f1578_1_00145.jpg,sheep,* is closest to the largest grazing cow.,sheep_a7491f1578_1 205 | eval/images/person_bb721eb9aa_1_00175.jpg,person,* is directly in front of a flat white float.,person_bb721eb9aa_1 206 | eval/images/person_8345358fb8_3_00090.jpg,person,an * in a white shirt and blue jeans.,person_8345358fb8_3 207 | eval/images/person_46146dfd39_1_00090.jpg,person,an * riding in the back of a line of people.,person_46146dfd39_1 208 | eval/images/cow_77610860e0_3_00055.jpg,cow,an * watches calves play.,cow_77610860e0_3 209 | eval/images/person_c55784c766_1_00175.jpg,person,an * with green and blue jacket.,person_c55784c766_1 210 | eval/images/ape_64453cf61d_2_00175.jpg,ape,* is closest to the middle of the wire fence.,ape_64453cf61d_2 211 | eval/images/person_d38bc77e2c_3_00195.jpg,person,* stands partly obscured by person in striped shirt.,person_d38bc77e2c_3 212 | eval/images/fish_26f7784762_1_00175.jpg,fish,* is highest above the green leaves.,fish_26f7784762_1 213 | eval/images/sheep_07353b2a89_3_00145.jpg,sheep,an * between the man's legs.,sheep_07353b2a89_3 214 | eval/images/person_0321b18c10_2_00090.jpg,person,an * wearing a red shirt.,person_0321b18c10_2 215 | eval/images/cat_4918d10ff0_3_00090.jpg,cat,an * behind the other two cats.,cat_4918d10ff0_3 216 | eval/images/dog_80db581acd_3_00095.jpg,dog,* is behind and alongside a dog.,dog_80db581acd_3 217 | eval/images/zebra_5ed838bd5c_2_00095.jpg,zebra,an * standing on land close to water.,zebra_5ed838bd5c_2 218 | eval/images/ape_efce0c1868_2_00175.jpg,ape,"an * sitting, facing two other animals with only it's back and left arm visible.",ape_efce0c1868_2 219 | eval/images/duck_8799ab0118_2_00095.jpg,duck,a black and white *.,duck_8799ab0118_2 220 | eval/images/sheep_1aa3da3ee3_4_00145.jpg,sheep,an * standing in front of the farthest sheep.,sheep_1aa3da3ee3_4 221 | eval/images/sheep_b4d84bc371_2_00175.jpg,sheep,an * to the side of a sheep with a blue ear tag.,sheep_b4d84bc371_2 222 | eval/images/ape_551acbffd5_2_00145.jpg,ape,an * hiding behind a log.,ape_551acbffd5_2 223 | eval/images/person_59623ec40b_2_00090.jpg,person,"an * on stage, standing up straighter than the others with a flat back.",person_59623ec40b_2 224 | eval/images/sheep_f5966cadd2_2_00175.jpg,sheep,an * standing between two other sheep.,sheep_f5966cadd2_2 225 | eval/images/person_8345358fb8_1_00090.jpg,person,an * walking along the train in a gray sweater.,person_8345358fb8_1 226 | eval/images/person_46146dfd39_3_00090.jpg,person,*'s bike is not in line with the long row of bikes.,person_46146dfd39_3 227 | eval/images/zebra_13e3070469_3_00200.jpg,zebra,"* walks alongside a small, young zebra.",zebra_13e3070469_3 228 | eval/images/elephant_0358b938c1_2_00230.jpg,elephant,an * sitting in the water with its front feet above the surface.,elephant_0358b938c1_2 229 | eval/images/sheep_779e847a9a_2_00080.jpg,sheep,an * that appears to have made it to the top of the hill sooner.,sheep_779e847a9a_2 230 | eval/images/person_5914c30f05_2_00095.jpg,person,an * with green cylinders in their hand.,person_5914c30f05_2 231 | eval/images/sheep_9d407c3aeb_1_00095.jpg,sheep,an * behind another sheep.,sheep_9d407c3aeb_1 232 | eval/images/person_4db117e6c5_2_00090.jpg,person,an * in a red coat walking behind a pole.,person_4db117e6c5_2 233 | eval/images/sheep_8891aa6dfa_1_00090.jpg,sheep,a young * farthest away from the only adult.,sheep_8891aa6dfa_1 234 | eval/images/bear_728e81c319_1_00090.jpg,bear,an * is near the water with its baby.,bear_728e81c319_1 235 | eval/images/airplane_728cda9b65_3_00085.jpg,airplane,* is next to and slightly ahead of the lead plane trailing red smoke.,airplane_728cda9b65_3 236 | eval/images/truck_b4807569a5_3_00095.jpg,truck,an * close to a white building.,truck_b4807569a5_3 237 | eval/images/person_9002761b41_1_00095.jpg,person,an * in a red shirt rides a black horse.,person_9002761b41_1 238 | eval/images/fish_3eb39d11ab_3_00175.jpg,fish,a black * swimming in front of a plant.,fish_3eb39d11ab_3 239 | eval/images/fish_981ff580cf_1_00175.jpg,fish,a white * in the back of the tank.,fish_981ff580cf_1 240 | eval/images/giraffe_c3be369fdb_2_00090.jpg,giraffe,* is directly above a zebra and facing the same direction as it.,giraffe_c3be369fdb_2 241 | eval/images/hat_44b4dad8c9_1_00150.jpg,hat,* is atop the head of a man wearing red shorts.,hat_44b4dad8c9_1 242 | eval/images/person_0891ac2eb6_2_00080.jpg,person,an * sitting next to a woman.,person_0891ac2eb6_2 243 | eval/images/person_362c5bc56e_1_00175.jpg,person,an * wearing a blue shirt.,person_362c5bc56e_1 244 | eval/images/parrot_365f459863_2_00175.jpg,parrot,* faces the corner of the brick ledge.,parrot_365f459863_2 245 | eval/images/person_27659fa7d6_3_00175.jpg,person,an * wearing a red shirt.,person_27659fa7d6_3 246 | eval/images/person_3c8320669c_2_00175.jpg,person,an * in all black riding a wave on a surfboard.,person_3c8320669c_2 247 | eval/images/fish_981ff580cf_2_00175.jpg,fish,an * directly above the black power supply to the pump.,fish_981ff580cf_2 248 | -------------------------------------------------------------------------------- /deep_fashion/prepare_deep_fashion2_initial_directory_structure.py: -------------------------------------------------------------------------------- 1 | # Copyright (C) 2022 NVIDIA Corporation. All rights reserved. 2 | # 3 | # This work is licensed under the LICENSE file 4 | # located at the root directory. 5 | 6 | import os 7 | import shutil 8 | import pandas as pd 9 | 10 | 11 | def prepare_files(set_files_path, out_path): 12 | 13 | with open(set_files_path) as file: 14 | lines = file.readlines() 15 | lines = [line.rstrip() for line in lines] 16 | for line in lines: 17 | if line.startswith('codes_infer'): 18 | class_name = line.split("/")[1][:-1] 19 | class_path = os.path.join(out_path, class_name) 20 | os.makedirs(class_path, exist_ok=True) 21 | elif line.endswith('.jpg'): 22 | shutil.copy(os.path.join("../data/deep_fashion2/train/image", line), os.path.join(class_path, line)) 23 | 24 | def prepare_eval_sets(caption_path, out_path): 25 | 26 | os.makedirs(out_path, exist_ok=True) 27 | 28 | df = pd.read_csv(caption_path) 29 | eval_file_list = df["image_name"].to_numpy() 30 | 31 | for file in eval_file_list: 32 | file_path = os.path.join("../data/deep_fashion2", file) 33 | shutil.copy(file_path, os.path.join(out_path, file_path.split("/")[-1])) 34 | 35 | prepare_files("../annotations/deep_fashion/validation_fsl_train.txt", "../data/deep_fashion2/personalized_validation/codes_infer") 36 | prepare_files("../annotations/deep_fashion/test_fsl_train.txt", "../data/deep_fashion2/personalized_test/codes_infer") 37 | 38 | prepare_eval_sets("../annotations/deep_fashion/validation_captions.csv", "../data/deep_fashion2/personalized_validation/eval/test") 39 | prepare_eval_sets("../annotations/deep_fashion/test_captions.csv", "../data/deep_fashion2/personalized_test/eval/test") 40 | -------------------------------------------------------------------------------- /environment.yaml: -------------------------------------------------------------------------------- 1 | name: palavra 2 | channels: 3 | - conda-forge 4 | - defaults 5 | dependencies: 6 | - _libgcc_mutex=0.1=main 7 | - _openmp_mutex=4.5=1_gnu 8 | - argcomplete=1.12.3=pyhd3eb1b0_0 9 | - argon2-cffi=21.3.0=pyhd3eb1b0_0 10 | - argon2-cffi-bindings=21.2.0=py37h7f8727e_0 11 | - attrs=21.4.0=pyhd3eb1b0_0 12 | - backcall=0.2.0=pyhd3eb1b0_0 13 | - blas=1.0=mkl 14 | - bleach=4.1.0=pyhd3eb1b0_0 15 | - bottleneck=1.3.2=py37heb32a55_1 16 | - brotli=1.0.9=he6710b0_2 17 | - ca-certificates=2021.10.8=ha878542_0 18 | - certifi=2021.10.8=py37h89c1867_1 19 | - cffi=1.15.0=py37hd667e15_1 20 | - cycler=0.11.0=pyhd3eb1b0_0 21 | - dbus=1.13.18=hb2f20db_0 22 | - debugpy=1.5.1=py37h295c915_0 23 | - decorator=5.1.1=pyhd3eb1b0_0 24 | - defusedxml=0.7.1=pyhd3eb1b0_0 25 | - entrypoints=0.3=py37_0 26 | - expat=2.4.4=h295c915_0 27 | - fontconfig=2.13.1=h6c09931_0 28 | - fonttools=4.25.0=pyhd3eb1b0_0 29 | - freetype=2.11.0=h70c0345_0 30 | - giflib=5.2.1=h7b6447c_0 31 | - glib=2.69.1=h4ff587b_1 32 | - gst-plugins-base=1.14.0=h8213a91_2 33 | - gstreamer=1.14.0=h28cd5cc_2 34 | - icu=58.2=he6710b0_3 35 | - importlib_metadata=4.8.2=hd3eb1b0_0 36 | - intel-openmp=2021.4.0=h06a4308_3561 37 | - ipykernel=6.4.1=py37h06a4308_1 38 | - ipython=7.31.1=py37h06a4308_0 39 | - ipython_genutils=0.2.0=pyhd3eb1b0_1 40 | - ipywidgets=7.6.5=pyhd3eb1b0_1 41 | - jedi=0.18.1=py37h06a4308_1 42 | - jinja2=3.0.2=pyhd3eb1b0_0 43 | - jpeg=9d=h7f8727e_0 44 | - jsonschema=3.2.0=pyhd3eb1b0_2 45 | - jupyter=1.0.0=py37_7 46 | - jupyter_client=7.1.2=pyhd3eb1b0_0 47 | - jupyter_console=6.4.0=pyhd3eb1b0_0 48 | - jupyter_contrib_core=0.3.3=py_2 49 | - jupyter_contrib_nbextensions=0.5.1=pyhd8ed1ab_2 50 | - jupyter_core=4.9.1=py37h06a4308_0 51 | - jupyter_highlight_selected_word=0.2.0=py37h89c1867_1005 52 | - jupyter_latex_envs=1.4.6=pyhd8ed1ab_1002 53 | - jupyter_nbextensions_configurator=0.4.1=py37h89c1867_2 54 | - jupyterlab_pygments=0.1.2=py_0 55 | - jupyterlab_widgets=1.0.0=pyhd3eb1b0_1 56 | - kiwisolver=1.3.2=py37h295c915_0 57 | - lcms2=2.12=h3be6417_0 58 | - ld_impl_linux-64=2.35.1=h7274673_9 59 | - libffi=3.3=he6710b0_2 60 | - libgcc-ng=9.3.0=h5101ec6_17 61 | - libgomp=9.3.0=h5101ec6_17 62 | - libpng=1.6.37=hbc83047_0 63 | - libsodium=1.0.18=h7b6447c_0 64 | - libstdcxx-ng=9.3.0=hd4cf53a_17 65 | - libtiff=4.2.0=h85742a9_0 66 | - libuuid=1.0.3=h7f8727e_2 67 | - libwebp=1.2.2=h55f646e_0 68 | - libwebp-base=1.2.2=h7f8727e_0 69 | - libxcb=1.14=h7b6447c_0 70 | - libxml2=2.9.12=h03d6c58_0 71 | - libxslt=1.1.34=hc22bd24_0 72 | - lxml=4.7.1=py37h1f438cf_1 73 | - lz4-c=1.9.3=h295c915_1 74 | - markupsafe=2.0.1=py37h27cfd23_0 75 | - matplotlib=3.5.1=py37h06a4308_0 76 | - matplotlib-base=3.5.1=py37ha18d171_0 77 | - mistune=0.8.4=py37h14c3975_1001 78 | - mkl=2021.4.0=h06a4308_640 79 | - mkl-service=2.4.0=py37h7f8727e_0 80 | - mkl_fft=1.3.1=py37hd3c417c_0 81 | - mkl_random=1.2.2=py37h51133e4_0 82 | - munkres=1.1.4=py_0 83 | - nb_conda=2.2.1=py37h06a4308_1 84 | - nb_conda_kernels=2.3.1=py37h06a4308_0 85 | - nbclient=0.5.11=pyhd3eb1b0_0 86 | - nbconvert=6.3.0=py37h06a4308_0 87 | - nbformat=5.1.3=pyhd3eb1b0_0 88 | - ncurses=6.3=h7f8727e_2 89 | - nest-asyncio=1.5.1=pyhd3eb1b0_0 90 | - notebook=6.4.8=py37h06a4308_0 91 | - numexpr=2.8.1=py37h6abb31d_0 92 | - numpy-base=1.21.2=py37h79a1101_0 93 | - olefile=0.46=py37_0 94 | - openssl=1.1.1m=h7f8727e_0 95 | - packaging=21.3=pyhd3eb1b0_0 96 | - pandocfilters=1.5.0=pyhd3eb1b0_0 97 | - parso=0.8.3=pyhd3eb1b0_0 98 | - pcre=8.45=h295c915_0 99 | - pexpect=4.8.0=pyhd3eb1b0_3 100 | - pickleshare=0.7.5=pyhd3eb1b0_1003 101 | - pip=21.2.2=py37h06a4308_0 102 | - prometheus_client=0.13.1=pyhd3eb1b0_0 103 | - prompt_toolkit=3.0.20=hd3eb1b0_0 104 | - ptyprocess=0.7.0=pyhd3eb1b0_2 105 | - pycparser=2.21=pyhd3eb1b0_0 106 | - pygments=2.11.2=pyhd3eb1b0_0 107 | - pyparsing=3.0.4=pyhd3eb1b0_0 108 | - pyqt=5.9.2=py37h05f1152_2 109 | - pyrsistent=0.18.0=py37heee7806_0 110 | - python=3.7.11=h12debd9_0 111 | - python-dateutil=2.8.2=pyhd3eb1b0_0 112 | - python_abi=3.7=2_cp37m 113 | - pyzmq=22.3.0=py37h295c915_2 114 | - qt=5.9.7=h5867ecd_1 115 | - qtconsole=5.2.2=pyhd3eb1b0_0 116 | - qtpy=1.11.2=pyhd3eb1b0_0 117 | - readline=8.1.2=h7f8727e_1 118 | - send2trash=1.8.0=pyhd3eb1b0_1 119 | - setuptools=58.0.4=py37h06a4308_0 120 | - sip=4.19.8=py37hf484d3e_0 121 | - six=1.16.0=pyhd3eb1b0_1 122 | - sqlite=3.37.2=hc218d9a_0 123 | - terminado=0.13.1=py37h06a4308_0 124 | - testpath=0.5.0=pyhd3eb1b0_0 125 | - tk=8.6.11=h1ccaba5_0 126 | - tornado=6.1=py37h27cfd23_0 127 | - traitlets=5.1.1=pyhd3eb1b0_0 128 | - typing_extensions=3.10.0.2=pyh06a4308_0 129 | - wcwidth=0.2.5=pyhd3eb1b0_0 130 | - webencodings=0.5.1=py37_1 131 | - wheel=0.37.1=pyhd3eb1b0_0 132 | - widgetsnbextension=3.5.2=py37h06a4308_0 133 | - xz=5.2.5=h7b6447c_0 134 | - yaml=0.2.5=h516909a_0 135 | - zeromq=4.3.4=h2531618_0 136 | - zipp=3.7.0=pyhd3eb1b0_0 137 | - zlib=1.2.11=h7f8727e_4 138 | - zstd=1.4.9=haebb681_0 139 | - pip: 140 | - absl-py==1.0.0 141 | - antlr4-python3-runtime==4.8 142 | - cached-property==1.5.2 143 | - cachetools==5.0.0 144 | - charset-normalizer==2.0.12 145 | - click==8.0.3 146 | - colorama==0.4.4 147 | - docker-pycreds==0.4.0 148 | - faiss-gpu==1.7.2 149 | - ftfy==6.1.1 150 | - gitdb==4.0.9 151 | - gitpython==3.1.26 152 | - google-auth==2.6.0 153 | - google-auth-oauthlib==0.4.6 154 | - grpcio==1.43.0 155 | - h5py==3.6.0 156 | - idna==3.3 157 | - importlib-metadata==4.11.1 158 | - joblib==1.1.0 159 | - markdown==3.3.6 160 | - matplotlib-inline==0.1.3 161 | - mypy-extensions==0.4.3 162 | - numpy==1.21.5 163 | - oauthlib==3.2.0 164 | - omegaconf==2.1.1 165 | - opencv-python==4.6.0.66 166 | - pandas==1.3.5 167 | - pathtools==0.1.2 168 | - pillow==9.0.1 169 | - promise==2.3 170 | - prompt-toolkit==3.0.28 171 | - protobuf==3.19.4 172 | - psutil==5.9.0 173 | - pyasn1==0.4.8 174 | - pyasn1-modules==0.2.8 175 | - pytz==2021.3 176 | - pyyaml==6.0 177 | - regex==2022.1.18 178 | - requests==2.27.1 179 | - requests-oauthlib==1.3.1 180 | - rsa==4.8 181 | - ruamel-yaml==0.17.21 182 | - ruamel-yaml-clib==0.2.6 183 | - scikit-learn==1.0.2 184 | - scipy==1.7.3 185 | - seaborn==0.11.2 186 | - sentry-sdk==1.5.5 187 | - shortuuid==1.0.8 188 | - simple-parsing==0.0.18 189 | - smmap==5.0.0 190 | - tensorboard==2.8.0 191 | - tensorboard-data-server==0.6.1 192 | - tensorboard-plugin-wit==1.8.1 193 | - termcolor==1.1.0 194 | - threadpoolctl==3.1.0 195 | - torch==1.10.2 196 | - torchvision==0.11.3 197 | - tqdm==4.62.3 198 | - typing-extensions==4.1.1 199 | - typing-inspect==0.7.1 200 | - urllib3==1.26.8 201 | - wandb==0.12.10 202 | - werkzeug==2.0.3 203 | - yaspin==2.1.0 204 | 205 | -------------------------------------------------------------------------------- /inversion_training/get_visual_features.py: -------------------------------------------------------------------------------- 1 | # Copyright (C) 2022 NVIDIA Corporation. All rights reserved. 2 | # 3 | # This work is licensed under the LICENSE file 4 | # located at the root directory. 5 | 6 | import numpy as np 7 | from collections import Counter 8 | import time 9 | import os 10 | import torch 11 | import clip 12 | from PIL import Image 13 | import torch.nn.functional as F 14 | from torch import nn 15 | from torchvision.transforms import Compose, Resize, CenterCrop, ToTensor, Normalize 16 | try: 17 | from torchvision.transforms import InterpolationMode 18 | BICUBIC = InterpolationMode.BICUBIC 19 | except ImportError: 20 | BICUBIC = Image.BICUBIC 21 | 22 | 23 | def _convert_image_to_rgb(image): 24 | return image.convert("RGB") 25 | 26 | data_augment_preprocess = Compose([ 27 | Resize(300, interpolation=BICUBIC), 28 | CenterCrop(224), 29 | _convert_image_to_rgb, 30 | ToTensor(), 31 | Normalize((0.48145466, 0.4578275, 0.40821073), (0.26862954, 0.26130258, 0.27577711))]) 32 | 33 | 34 | N = 1000 #1000 # number of objects 35 | ENC_DIM = 512 36 | 37 | coco_path = "../data/inversion_model_train_data/train2014" 38 | 39 | file1 = open('../data/inversion_model_train_data/mscoco-train2014-svo-2016-02-18.txt', 'r') 40 | lines = file1.readlines() 41 | 42 | size = (len(lines)) 43 | img_ids = ['']*size 44 | obj1 = ['']*size 45 | obj2 = ['']*size 46 | sentences = ['']*size 47 | 48 | for i, line in enumerate(lines): 49 | line_split = (line.split("|")) 50 | img_ids[i] = line_split[0].split("=")[1] 51 | obj1[i] = line_split[1].split(",")[0].strip() 52 | obj2[i] = line_split[1].split(",")[2].strip() 53 | sentences[i] = line_split[3].strip() 54 | 55 | joint_list_obj = obj1 + obj2 56 | joint_list_img_ids = np.asarray(img_ids + img_ids) 57 | joint_list_sentences = np.asarray(sentences + sentences) 58 | most_commom_obj = Counter(joint_list_obj).most_common(N) 59 | 60 | commom_obj_dict = dict() 61 | 62 | all_image_inds = [] 63 | 64 | print("most_commom_obj",len(most_commom_obj)) 65 | #most_commom_obj = most_commom_obj[::100] 66 | print("most_commom_obj",len(most_commom_obj)) 67 | 68 | 69 | for obj_entry in most_commom_obj: 70 | obj_name = obj_entry[0] 71 | inds = np.where(np.asarray(joint_list_obj)==obj_name)[0] 72 | all_image_inds = np.unique(np.asarray( list(all_image_inds) + list(joint_list_img_ids[inds]))) 73 | print("all_image_inds",all_image_inds.shape) 74 | 75 | file_names = ['']*len(all_image_inds) 76 | for i, image_ind in enumerate(all_image_inds): 77 | file_names[i] = os.path.join(coco_path, "COCO_train2014_%s.jpg"%(str(image_ind).zfill(13)[:-1])) 78 | 79 | 80 | 81 | ### Get embedding 82 | device = "cuda" if torch.cuda.is_available() else "cpu" 83 | model, preprocess = clip.load("ViT-B/32", device=device) 84 | print("preprocess",preprocess) 85 | 86 | model.eval() 87 | 88 | print("file_names[0]",len(file_names)) 89 | #file_names = file_names[::1000] 90 | print("file_names[0]",len(file_names)) 91 | 92 | image_features_all = torch.zeros((len(file_names), ENC_DIM)) 93 | 94 | 95 | visual_features_dict = dict() 96 | 97 | 98 | 99 | 100 | for i, file_name in enumerate(file_names): 101 | with Image.open(file_name) as im: 102 | image = preprocess(im).unsqueeze(0).to(device) 103 | image = data_augment_preprocess(im).unsqueeze(0).to(device) 104 | with torch.no_grad(): 105 | image_features = model.encode_image(image) 106 | image_features_all[i] = image_features 107 | 108 | print("image_ind[i]",all_image_inds[i]) 109 | 110 | visual_features_dict[str(all_image_inds[i])] = [image_features.cpu().numpy()] 111 | 112 | print("visual_features_dict",visual_features_dict.keys()) 113 | 114 | os.makedirs("../data/inversion_model_train_data/visual_features", exist_ok=True) 115 | np.savez("../data/inversion_model_train_data/visual_features/visual_features_dict_center_crop_300_224", visual_features_dict) 116 | -------------------------------------------------------------------------------- /inversion_training/parse_mscoco_txt.py: -------------------------------------------------------------------------------- 1 | # Copyright (C) 2022 NVIDIA Corporation. All rights reserved. 2 | # 3 | # This work is licensed under the LICENSE file 4 | # located at the root directory. 5 | import os 6 | 7 | import numpy as np 8 | from collections import Counter 9 | import time 10 | 11 | N = 1000 # number of objects 12 | 13 | file1 = open('../data/inversion_model_train_data/mscoco-train2014-svo-2016-02-18.txt', 'r') 14 | obj_names_save_path = "../data/inversion_model_train_data/txt_for_training/" 15 | 16 | lines = file1.readlines() 17 | 18 | size = (len(lines)) 19 | img_ids = ['']*size 20 | obj1 = ['']*size 21 | obj2 = ['']*size 22 | sentences = ['']*size 23 | 24 | for i, line in enumerate(lines): 25 | line_split = (line.split("|")) 26 | img_ids[i] = line_split[0].split("=")[1] 27 | obj1[i] = line_split[1].split(",")[0].strip() 28 | obj2[i] = line_split[1].split(",")[2].strip() 29 | sentences[i] = line_split[3].strip() 30 | 31 | joint_list_obj = obj1 + obj2 32 | joint_list_img_ids = np.asarray(img_ids + img_ids) 33 | joint_list_sentences = np.asarray(sentences + sentences) 34 | most_commom_obj = Counter(joint_list_obj).most_common(N) 35 | 36 | print("most_commom_obj",len(most_commom_obj)) 37 | obj_names_only = [obj[0] for obj in most_commom_obj] 38 | 39 | os.makedirs(obj_names_save_path, exist_ok=True) 40 | np.save(os.path.join(obj_names_save_path,"obj_names_only.npy"), obj_names_only) 41 | 42 | commom_obj_dict = dict() 43 | 44 | for obj_entry in most_commom_obj: 45 | obj_name = obj_entry[0] 46 | inds = np.where(np.asarray(joint_list_obj)==obj_name)[0] 47 | 48 | joint_list_sentences_asterix = ['']*len(joint_list_sentences[inds]) 49 | for i,joint_list_sentence in enumerate(joint_list_sentences[inds]): 50 | joint_list_sentences_asterix[i] = joint_list_sentences[inds][i].replace(obj_name, "*", 1) 51 | joint_list_sentences_asterix = np.asarray(joint_list_sentences_asterix) 52 | commom_obj_dict[obj_name] = [joint_list_img_ids[inds],joint_list_sentences[inds],joint_list_sentences_asterix] 53 | 54 | 55 | 56 | np.save(os.path.join(obj_names_save_path,"commom_obj_dict.npy"), commom_obj_dict) 57 | -------------------------------------------------------------------------------- /inversion_training/text_from_open_images.py: -------------------------------------------------------------------------------- 1 | # Copyright (C) 2022 NVIDIA Corporation. All rights reserved. 2 | # 3 | # This work is licensed under the LICENSE file 4 | # located at the root directory. 5 | import os 6 | 7 | import numpy as np 8 | from collections import Counter 9 | import time 10 | import torch 11 | import clip 12 | import faiss 13 | 14 | natural_prompt_default: str = "This is a photo of a " 15 | batch_size = 128 16 | emb_dim = 512 17 | 18 | obj_names = np.load("../data/inversion_model_train_data/txt_for_training/obj_names_only.npy") 19 | 20 | 21 | #https://storage.googleapis.com/openimages/web/factsfigures.html 22 | #Classes are identified by MIDs (Machine-generated Ids) as can be found in Freebase or Google Knowledge Graph API. A short description of each class is available in class-descriptions.csv. 23 | 24 | open_images_object_list_path = "../data/inversion_model_train_data/oidv6-class-descriptions.csv" 25 | file1 = open(open_images_object_list_path, 'r') 26 | Lines = file1.readlines() 27 | Lines = [line.split(",")[1:] for line in Lines] 28 | aug_obj_names = [' '.join(line).strip() for line in Lines] 29 | 30 | def clip_text_get_embeddings(obj_names): 31 | L = len(obj_names) 32 | 33 | out_features = torch.zeros((L, emb_dim)) 34 | 35 | ind = 0 36 | 37 | for i in range(int(np.ceil(L/batch_size))): 38 | batch_data = obj_names[ind:ind + batch_size] 39 | batch_text = [natural_prompt_default + obj for obj in batch_data] 40 | 41 | batch_tokens = clip.tokenize(batch_text).to(device) 42 | with torch.no_grad(): 43 | batch_feat = model.encode_text(batch_tokens) 44 | 45 | out_features[ind:ind + batch_size] = batch_feat 46 | 47 | ind = ind + batch_size 48 | 49 | return out_features 50 | 51 | 52 | 53 | 54 | 55 | ####### Find for each line from open images the most similar object: 56 | device = "cuda" if torch.cuda.is_available() else "cpu" 57 | model, preprocess = clip.load("ViT-B/32", device=device) 58 | 59 | obj_features = clip_text_get_embeddings(obj_names).cpu().numpy() 60 | aug_obj_features = clip_text_get_embeddings(aug_obj_names).cpu().numpy() 61 | 62 | print("obj_features",obj_features.shape) 63 | print("aug_obj_features",aug_obj_features.shape) 64 | 65 | ####### Find nearest original object for each open object: 66 | 67 | index = faiss.IndexFlatL2(obj_features.shape[1]) 68 | index.add(np.ascontiguousarray(obj_features.astype('float32'))) 69 | 70 | D, I = index.search(np.ascontiguousarray(aug_obj_features.astype('float32')), 1) 71 | 72 | out_path = "../data/inversion_model_train_data/open_images" 73 | os.makedirs(out_path,exist_ok=True) 74 | np.savez(os.path.join(out_path,"open_images_obj_names.npz"), aug_obj_names) 75 | np.savez(os.path.join(out_path,"open_images_to_mscoco_map.npz"), I) 76 | -------------------------------------------------------------------------------- /palavra_main_panels.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/NVlabs/PerVLBenchmark/06ec7a6938cfab368310bc75cfb09b949b94ead5/palavra_main_panels.png -------------------------------------------------------------------------------- /ytvos/prepare_YTVOS_initial_directory_structure.py: -------------------------------------------------------------------------------- 1 | # Copyright (C) 2022 NVIDIA Corporation. All rights reserved. 2 | # 3 | # This work is licensed under the LICENSE file 4 | # located at the root directory. 5 | 6 | import numpy as np 7 | from pathlib import Path 8 | from collections import defaultdict 9 | import json 10 | import ruamel.yaml as ruamel_yaml 11 | import yaml 12 | import cv2 # pip3 install opencv-python 13 | from dataclasses import dataclass 14 | from simple_parsing import ArgumentParser 15 | from tqdm.auto import tqdm 16 | #%% 17 | from PIL import Image 18 | 19 | 20 | @dataclass 21 | class Args: 22 | output_dir: str = '../data/youtube_vos/ytvos_PerVL' 23 | """ Path to save the output directory structure """ 24 | 25 | ytvos_official_dir: str = '../data/youtube_vos' 26 | """ Path of the official YTVOS data """ 27 | 28 | pervl_meta_yaml: str = '../annotations/ytvos/ytvos_personalization_meta.yaml' 29 | """ full path filename to the yaml that contains the personalization metadata """ 30 | 31 | 32 | 33 | 34 | parser = ArgumentParser() 35 | parser.add_arguments(Args, dest="cfg") 36 | args = parser.parse_args().cfg 37 | 38 | #%% 39 | output_dir = Path(args.output_dir) 40 | output_dir.mkdir(parents=True, exist_ok=True) 41 | 42 | #%% 43 | 44 | 45 | basedir = Path(args.ytvos_official_dir).expanduser() 46 | with (basedir / 'train/meta.json').open('r') as f: 47 | meta = json.load(f)['videos'] 48 | 49 | #%% 50 | def load_ordered_yaml(yaml_fname): 51 | # using ruamel to load a YAML while keeping the order and visual structure of the file 52 | with open(yaml_fname) as f: 53 | experiment_yaml = ruamel_yaml.load(f, Loader=ruamel_yaml.RoundTripLoader) 54 | return experiment_yaml 55 | 56 | def load_image_to_np(fname): 57 | # return plt.imread(fname) 58 | im_frame = Image.open(fname) 59 | return np.array(im_frame) 60 | #%% 61 | def mask_to_bounding_box(mask): 62 | bbox = [None, None, None, None] 63 | bbox[1] = np.nonzero(mask)[0].min() 64 | bbox[0] = np.nonzero(mask)[1].min() 65 | bbox[3] = np.nonzero(mask)[0].max() 66 | bbox[2] = np.nonzero(mask)[1].max() 67 | return bbox 68 | 69 | def write_ytvos_train_frames(output_dir, bbox, frame, img, name): 70 | # Write an image that crops the relevant object from the train frame. 71 | fname = str(output_dir / 'fsl_seg/train' / f'{name}/{name}_{frame}.jpg') 72 | Path(fname).parent.mkdir(exist_ok=True, parents=True) 73 | boxed_img = img[bbox[1]:bbox[3], bbox[0]:bbox[2], :] 74 | cv2.imwrite(fname, cv2.cvtColor(boxed_img, cv2.COLOR_RGB2BGR)) 75 | 76 | 77 | def write_ytvos_test_frames(output_dir, bbox, frame, gt_box_labels, mask, name, scene_id): 78 | 79 | # Write images for segmentation experiment. I.e. the full image, and the gt_mask of the target object. 80 | gt_box_labels[name] = tuple(bbox) 81 | img = load_image_to_np(basedir / 'train/JPEGImages' / scene_id / f'{frame}.jpg') 82 | fname = str(output_dir / 'fsl_seg/eval/images' / f'{name}_{frame}.jpg') 83 | Path(fname).parent.mkdir(exist_ok=True, parents=True) 84 | cv2.imwrite(fname, cv2.cvtColor(img, cv2.COLOR_RGB2BGR)) 85 | fname = str(output_dir / 'fsl_seg/eval/gt_mask' / f'{name}_{frame}.png') 86 | Path(fname).parent.mkdir(exist_ok=True, parents=True) 87 | cv2.imwrite(fname, mask) 88 | 89 | # Write images for retrieval experiment. I.e. cropping only the relevant object from the test frame. 90 | fname = str(output_dir / 'fsl_seg/eval/retrieval' / f'{name}_{frame}.jpg') 91 | Path(fname).parent.mkdir(exist_ok=True, parents=True) 92 | dy = bbox[3] - bbox[1] 93 | dx = bbox[2] - bbox[0] 94 | r_coeff = 0.5 95 | retrieval_box = np.array((bbox[0] - r_coeff * dx, bbox[1] - r_coeff * dy, bbox[2] + r_coeff * dx, 96 | bbox[3] + r_coeff * dy)) 97 | retrieval_box = np.max((retrieval_box, (0, 0, 0, 0)), axis=0) 98 | retrieval_box[3] = min(retrieval_box[3], img.shape[0]) 99 | retrieval_box[2] = min(retrieval_box[2], img.shape[1]) 100 | retrieval_box = retrieval_box.astype(int) 101 | # print(bbox, retrieval_box) 102 | boxed_img = img[retrieval_box[1]:retrieval_box[3], retrieval_box[0]:retrieval_box[2], :] 103 | cv2.imwrite(fname, cv2.cvtColor(boxed_img, cv2.COLOR_RGB2BGR)) 104 | 105 | # Write images_with_bbox just for illustration/annotation purpose 106 | bbox_color = (255, 255, 0) 107 | bbox_width = 2 108 | cv2.rectangle(img, (bbox[0], bbox[1]), (bbox[2], bbox[3]), bbox_color, bbox_width) 109 | fname = str(output_dir / 'fsl_seg/eval/images_with_bbox' / f'{name}_{frame}.jpg') 110 | Path(fname).parent.mkdir(exist_ok=True, parents=True) 111 | cv2.imwrite(fname, cv2.cvtColor(img, cv2.COLOR_RGB2BGR)) 112 | 113 | #%% 114 | 115 | def load_frame(frame, concept, image_cache, seg_cache): 116 | scene_id = concept['scene_id'] 117 | img = image_cache.setdefault((scene_id, frame), load_image_to_np(basedir / 'train/JPEGImages' / scene_id / f'{frame}.jpg')) 118 | seg = seg_cache.setdefault((scene_id, frame), load_image_to_np(basedir / 'train/Annotations' / scene_id / f'{frame}.png')) 119 | o_id = int(concept['instance_id']) 120 | mask = (seg == o_id).astype(np.uint8) 121 | if mask.sum() == 0: 122 | assert False, f'{scene_id}: missing test mask for {o_id} (frame={frame})' 123 | name = f"{concept['coarse_grained_class']}_{scene_id}_{o_id}" 124 | bbox = mask_to_bounding_box(mask) 125 | return bbox, img, mask, name 126 | 127 | #%% 128 | 129 | concepts_meta = load_ordered_yaml(args.pervl_meta_yaml) 130 | 131 | #%% 132 | image_cache, seg_cache = {}, {} 133 | gt_box_labels = defaultdict(dict) 134 | 135 | for concept in tqdm(list(concepts_meta.values())): 136 | for frame in concept['train_frames'] + [concept['test_frame']]: 137 | bbox, img, mask, name = load_frame(frame, concept, image_cache, seg_cache) 138 | if frame == concept["test_frame"]: 139 | write_ytvos_test_frames(output_dir, bbox, frame, gt_box_labels, mask, name, concept['scene_id']) 140 | else: 141 | write_ytvos_train_frames(output_dir, bbox, frame, img, name) 142 | 143 | #%% 144 | fname = str(output_dir / 'fsl_seg/eval/gt_box_labels.yaml') 145 | with open(fname, 'w') as fp: 146 | yaml.dump(gt_box_labels, fp) 147 | 148 | #%% 149 | -------------------------------------------------------------------------------- /ytvos/ytvos_read_split.py: -------------------------------------------------------------------------------- 1 | # Copyright (C) 2022 NVIDIA Corporation. All rights reserved. 2 | # 3 | # This work is licensed under the LICENSE file 4 | # located at the root directory. 5 | 6 | import pandas as pd 7 | import time 8 | import os 9 | import shutil 10 | 11 | val_df_path = "../annotations/ytvos/cleaned_captions_ytvos_val.csv" 12 | test_df_path = "../annotations/ytvos/cleaned_captions_ytvos_test.csv" 13 | save_path = "../data/youtube_vos/retrival_sets" 14 | eval_image_src_path = "../data/youtube_vos/ytvos_PerVL/fsl_seg/eval/retrieval" 15 | folder_src = "../data/youtube_vos/ytvos_PerVL/fsl_seg/train/" 16 | 17 | val_df = pd.read_csv(val_df_path) 18 | test_df = pd.read_csv(test_df_path) 19 | 20 | print("val_df",val_df.shape) 21 | print("test_df",test_df.shape) 22 | 23 | joint_caption_df = pd.concat([val_df, test_df], ignore_index=True) 24 | print("joint_caption_df",joint_caption_df.shape) 25 | 26 | joint_caption_df.to_csv("joint_captions.csv") 27 | 28 | dfs = [val_df,test_df] 29 | folder_name = ["validation","test"] 30 | 31 | for i,df in enumerate(dfs): 32 | args_path = os.path.join(save_path, "%s" % (folder_name[i]), "codes_infer") 33 | args_eval_path = os.path.join(save_path, "%s" % (folder_name[i]), "eval","test") 34 | os.makedirs(args_path, exist_ok=True) 35 | os.makedirs(args_eval_path, exist_ok=True) 36 | classes = df["image_name"].to_numpy() 37 | for class_name in classes: 38 | image_name_str = class_name.split("/")[-1] 39 | class_name_str = "_".join(image_name_str.split("_")[:-1]) 40 | dst_path = os.path.join(args_path, class_name_str) 41 | shutil.copytree(os.path.join(folder_src, class_name_str), dst_path) 42 | shutil.copy(os.path.join(eval_image_src_path, image_name_str), os.path.join(args_eval_path,class_name_str)+".jpg") 43 | 44 | 45 | 46 | --------------------------------------------------------------------------------