└── README.md /README.md: -------------------------------------------------------------------------------- 1 | # Architecture-Design-DataSources 2 | In this repository i've gathered multiple data sources for experiments on architecture and design using image processing such as GANs or CNNs and many other techniques 3 | Feel Free to send more DataSources (Makesure it's open sourced and link is not broken) 4 | 5 | Data is like ingredients to machine learning models, algorithms are like the pan you're preparing it, and GPUs would be the fire! 6 | Pick up the right ones and make your own recipe 7 | 8 | --------------------------------------------------------------------------------------------------------------------------------- 9 | # Architecture & Style 10 | 11 | ### Architectural styles 12 | 10113 images from 25 architectural styles (Multiple Sizes) 13 | 14 | https://www.kaggle.com/dumitrux/architectural-styles-dataset/version/1 15 | 16 | ### Architectural Styles Periods Dataset 17 | This dataset contains 12.3k+ images of architecture organized into 9 different categories based on time periods. 18 | 19 | https://www.kaggle.com/gustavoachavez/architectural-styles-periods-dataset 20 | 21 | 22 | ### Two Sigma Connect: Rental Listing Inquiries (Competition) 23 | 78.5GB Total size of images from renthop.com NYC - Apartament pictures (Sample + Torrent Download - Multiple Sizes) 24 | 25 | https://www.kaggle.com/c/two-sigma-connect-rental-listing-inquiries/data 26 | 27 | --------------------------------------------------------------------------------------------------------------------------------- 28 | # Facade & Floorplans 29 | 30 | ### Facade_Dataset 31 | 506 Building Facades & corresponding Segmentations (256x256) 32 | PS: From the famous Pix2Pix Article 33 | 34 | https://www.kaggle.com/balraj98/facades-dataset 35 | 36 | ### CubiCasa5k 37 | 5000 Images annotated into over 80 floorplan object categories 38 | 39 | https://github.com/CubiCasa/CubiCasa5k 40 | 41 | https://zenodo.org/record/2613548#.YAwn0-hKjIV 42 | 43 | ### ROBIN 44 | 510 Images of Black & White Floorplans (Multiple Sizes) 45 | 46 | https://github.com/gesstalt/ROBIN 47 | 48 | ### CVC-FP: Database for structural floor plan analysis 49 | 122 Images of scanned floor plan documents divided in 4 different subsets regarding their origin and style 50 | 51 | http://dag.cvc.uab.es/resources/floorplans/ 52 | 53 | ### Floorplans Symbols 54 | 1000 Images Total --> 10 Different floorplans with 100 different layouts each (Multiple Sizes) 55 | 56 | http://mathieu.delalandre.free.fr/projects/sesyd/symbols/floorplans.html 57 | 58 | ### Pix2Pix Floorplan Dataset (Nathan Peters) 59 | 103 Original Paired Images, and about 300 Paired Augmented Images (256x256) 60 | From: Enabling alternative architectures - Harvard GSD 61 | 62 | https://www.nathanpeters.us/enabling-alternative-architectures 63 | 64 | https://github.com/nonoesp/pix2pix-floorplans-dataset 65 | 66 | 67 | ### RPLAN dataset (Application via google form required) 68 | 80787 - Building boundry (black box) (256x256) 69 | From: Data-driven Interior Plan Generation for Residential Buildings (ACM Transactions on Graphics (SIGGRAPH Asia)) 70 | 71 | http://staff.ustc.edu.cn/~fuxm/projects/DeepLayout/index.html 72 | 73 | ### LIFULL HOME'S Dataset (Application via e-mail required) 74 | 1.6 GB --> Rental data (5.33 million all over Japan) 75 | 210 GB --> Image data (83 million files): floor plan image, room view, etc. 76 | 4.5 GB --> Property data of rentals and sales (5.33 million all over Japan) 77 | 78 | https://www.nii.ac.jp/dsc/idr/en/lifull/ 79 | 80 | https://github.com/Littel-Laboratory/homes-dataset-tools 81 | 82 | ### HouseExpo is a large-scale dataset of indoor layout built on SUNCG dataset 83 | There are 35,126 2D floor plans with 252,550 rooms, with mean of 7.14 and median of 7.0 rooms per house. Together with the category label of each room 84 | 85 | https://github.com/teaganli/houseexpo/ 86 | 87 | 88 | 89 | --------------------------------------------------------------------------------------------------------------------------------- 90 | # Interior & Design 91 | 92 | ### InteriorNet: Mega-scale Multi-sensor Photo-realistic Indoor Scenes Dataset 93 | An end-to-end pipeline to render an RGB-D-inertial benchmark for large scale interior scene understanding and mapping. Contains 20M images 94 | 95 | https://interiornet.org/ 96 | 97 | ### 3D-FRONT: 3D Furnished Rooms with layOuts and semaNTics 98 | 3D-FRONT contains 18,797 rooms diversely furnished by 3D objects 99 | 7,302 furniture objects all come with high-quality textures 100 | 101 | https://tianchi.aliyun.com/specials/promotion/alibaba-3d-scene-dataset 102 | 103 | ### Chairstool 104 | 948 Images of Chairs (Multiple Sizes) 105 | 106 | https://www.kaggle.com/rik8088/chairstool 107 | 108 | ### Interior_Design 109 | 4147 images (256x256) 110 | 111 | https://www.kaggle.com/aishahsofea/interior-design 112 | 113 | ### Furniture_Detector 114 | 4447 Images of Furniture - 900 Images each Class (Bed, Chair, Sofa, Swivelchair, Table) - (Multiple Sizes) 115 | 116 | https://www.kaggle.com/akkithetechie/furniture-detector 117 | 118 | --------------------------------------------------------------------------------------------------------------------------------- 119 | # Aerial Images and GoogleStreet View Paired Datasets 120 | 121 | ### Cityscapes_Data 122 | 3475 Images of city street view separated image data set (Paired Dataset 512x256) 123 | 124 | https://www.kaggle.com/zhangyunsheng/cityscapes-data 125 | 126 | ### Satellite buildings semantic segmentation data 127 | 12076 Images of a paired dataset (256x256) 128 | 129 | https://www.kaggle.com/hyyyrwang/buildings-dataset 130 | 131 | ### Massachusetts Buildings Dataset 132 | 151 Aerial Images of Boston City to aid Machine Learning for Aerial Image Labeling (1500x1500) 133 | 134 | https://www.kaggle.com/balraj98/massachusetts-buildings-dataset 135 | 136 | 137 | --------------------------------------------------------------------------------------------------------------------------------- 138 | # Structure Related Datasets 139 | 140 | ### Structured3D 141 | Is a large-scale photo-realistic dataset containing 3.5K house designs (a) created by professional designers with a variety of ground truth 3D structure annotations 142 | 143 | https://github.com/bertjiazheng/Structured3D 144 | 145 | 146 | --------------------------------------------------------------------------------------------------------------------------------- 147 | # 3D Datasets 148 | 149 | ### SUNCG 150 | SUNCG is a large-scale dataset of synthetic 3D scenes with dense volumetric annotations. 151 | 152 | https://sscnet.cs.princeton.edu/ 153 | 154 | ### ShapeNet 155 | The repository contains over 300M models with 220,000 classified into 3,135 classes arranged using WordNet hypernym-hyponym relationships. 156 | ShapeNet Parts subset contains 31,693 meshes categorised into 16 common object classes (i.e. table, chair, plane etc.). 157 | Each shapes ground truth contains 2-5 parts (with a total of 50 part classes). 158 | 159 | https://shapenet.org/ 160 | 161 | 162 | --------------------------------------------------------------------------------------------------------------------------------- 163 | # Others (Unusual) 164 | 165 | ### Minecraft House 166 | There are 2586 houses in total, x-y-z dimensions 167 | 168 | https://github.com/facebookresearch/droidlet 169 | 170 | 171 | 172 | ### Door dataset for MRCNN 173 | 174 | https://www.kaggle.com/raypratik/door-dataset-for-mrcnn 175 | 176 | 177 | ### Architectural Heritage 178 | 9565 images of Church elements 179 | 180 | https://www.kaggle.com/adeshg/architectural-heritage 181 | 182 | 183 | ### City problems dataset 184 | 8 classe of: there is no event, fallen tree, fire, flooding, bad road, traffic jam, garbage, traffic accident 185 | 186 | https://www.kaggle.com/tunhunhminh/demodata 187 | 188 | --------------------------------------------------------------------------------------------------------------------------------- 189 | # DIVERSE DATA SOURCES 190 | 191 | ### Papers With Code 192 | https://paperswithcode.com/datasets 193 | 194 | ### Kaggle 195 | https://www.kaggle.com/datasets 196 | 197 | ### Google Datasets Search Engine 198 | https://datasetsearch.research.google.com/ 199 | 200 | ### Google Know Your Data 201 | https://knowyourdata-tfds.withgoogle.com/ 202 | 203 | ### OTHERS 204 | https://www.interviewqs.com/blog/free-online-data-sets 205 | 206 | --------------------------------------------------------------------------------