├── .gitignore ├── .gitmodules ├── LICENSE ├── README.md ├── codet ├── __init__.py ├── config.py ├── custom_solver.py ├── data │ ├── custom_build_augmentation.py │ ├── custom_dataset_dataloader.py │ ├── custom_dataset_mapper.py │ ├── datasets │ │ ├── __init__.py │ │ ├── builtin.py │ │ ├── cc.py │ │ ├── coco_zeroshot.py │ │ ├── fsod.py │ │ ├── imagenet.py │ │ ├── inat.py │ │ ├── lvis_22k_categories.py │ │ ├── lvis_v1.py │ │ ├── objects365.py │ │ ├── oid.py │ │ ├── register_oid.py │ │ ├── registry_fsod.py │ │ ├── registry_imagenet.py │ │ ├── registry_inat.py │ │ ├── registry_lvis_v1.py │ │ └── registry_oid.py │ ├── tar_dataset.py │ └── transforms │ │ ├── custom_augmentation_impl.py │ │ └── custom_transform.py ├── evaluation │ ├── custom_coco_eval.py │ ├── fsodeval.py │ ├── inateval.py │ └── oideval.py ├── modeling │ ├── backbone │ │ ├── eva.py │ │ ├── swintransformer.py │ │ └── timm.py │ ├── debug.py │ ├── meta_arch │ │ └── custom_rcnn.py │ ├── roi_heads │ │ ├── codet_fast_rcnn.py │ │ ├── codet_roi_heads.py │ │ ├── res5_roi_heads.py │ │ └── zero_shot_classifier.py │ ├── text │ │ └── text_encoder.py │ └── utils.py └── predictor.py ├── configs_codet ├── Base_OVCOCO_R50_1x.yaml ├── Base_OVLVIS_R5021k_4x.yaml ├── BoxSup_OVCOCO_R50_1x.yaml ├── BoxSup_OVLVIS_R5021k_4x.yaml ├── BoxSup_OVLVIS_SwinB_4x.yaml ├── CoDet_OVCOCO_R50_1x.yaml ├── CoDet_OVLVIS_EVA_4x.yaml ├── CoDet_OVLVIS_R5021k_4x_ft4x.yaml └── CoDet_OVLVIS_SwinB_4x_ft4x.yaml ├── configs_detic ├── Base-C2_L_R5021k_640b64_4x.yaml ├── Base-DeformDETR_L_R50_4x.yaml ├── Base_OVCOCO_C4_1x.yaml ├── BoxSup-C2_LCOCO_CLIP_CXT21k_640b32_4x.yaml ├── BoxSup-C2_LCOCO_CLIP_R18_640b32_4x.yaml ├── BoxSup-C2_LCOCO_CLIP_R5021k_640b64_4x.yaml ├── BoxSup-C2_LCOCO_CLIP_SwinB_896b32_4x.yaml ├── BoxSup-C2_L_CLIP_R5021k_640b64_4x.yaml ├── BoxSup-C2_L_CLIP_SwinB_896b32_4x.yaml ├── BoxSup-C2_Lbase_CLIP_R5021k_640b64_4x.yaml ├── BoxSup-C2_Lbase_CLIP_SwinB_896b32_4x.yaml ├── BoxSup-DeformDETR_L_R50_2x.yaml ├── BoxSup-DeformDETR_L_R50_4x.yaml ├── BoxSup_OVCOCO_CLIP_R50_1x.yaml ├── Detic_DeformDETR_LI_R50_4x_ft4x.yaml ├── Detic_LCOCOI21k_CLIP_CXT21k_640b32_4x_ft4x_max-size.yaml ├── Detic_LCOCOI21k_CLIP_R18_640b32_4x_ft4x_max-size.yaml ├── Detic_LCOCOI21k_CLIP_R5021k_640b32_4x_ft4x_max-size.yaml ├── Detic_LCOCOI21k_CLIP_SwinB_896b32_4x_ft4x_max-size.yaml ├── Detic_LI21k_CLIP_SwinB_896b32_4x_ft4x_max-size.yaml ├── Detic_LI_CLIP_R5021k_640b64_4x_ft4x_max-size.yaml ├── Detic_LI_CLIP_SwinB_896b32_4x_ft4x_max-size.yaml ├── Detic_LbaseCCcapimg_CLIP_R5021k_640b64_4x_ft4x_max-size.yaml ├── Detic_LbaseCCimg_CLIP_R5021k_640b64_4x_ft4x_max-size.yaml ├── Detic_LbaseI_CLIP_R5021k_640b64_4x_ft4x_max-size.yaml ├── Detic_LbaseI_CLIP_R5021k_640b64_4x_ft4x_predicted.yaml ├── Detic_LbaseI_CLIP_SwinB_896b32_4x_ft4x_max-size.yaml ├── Detic_OVCOCO_CLIP_R50_1x_caption.yaml ├── Detic_OVCOCO_CLIP_R50_1x_max-size.yaml ├── Detic_OVCOCO_CLIP_R50_1x_max-size_caption.yaml ├── HCAdev_Detic_LI21k_CLIP_SwinB_896b32_4x_ft4x_max-size.yaml ├── coco │ ├── Base_OVCOCO_C4_1x.yaml │ ├── BoxSup_OVCOCO_CLIP_R50_1x.yaml │ ├── Detic_OVCOCO_CLIP_R50_1x_caption.yaml │ ├── Detic_OVCOCO_CLIP_R50_1x_max-size.yaml │ └── Detic_OVCOCO_CLIP_R50_1x_max-size_caption.yaml ├── only_test_Detic_LCOCOI21k_CLIP_SwinB_896b32_4x_ft4x_max-size.yaml └── only_test_Detic_LI21k_CLIP_SwinB_896b32_4x_ft4x_max-size.yaml ├── configs_vldet ├── Base-C2_L_R5021k_640b64_4x.yaml ├── Base_OVCOCO_C4_1x.yaml ├── BoxSup-C2_Lbase_CLIP_R5021k_640b64.yaml ├── BoxSup-C2_Lbase_CLIP_SwinB_896b32.yaml ├── BoxSup_OVCOCO_CLIP_R50_1x.yaml ├── VLDet_LbaseCCcap_CLIP_R5021k_640b64_2x_ft4x_caption.yaml ├── VLDet_LbaseI_CLIP_SwinB_896b32_2x_ft4x_caption.yaml └── VLDet_OVCOCO_CLIP_R50_1x_caption.yaml ├── datasets ├── cc3m │ └── VLDet │ │ ├── googlecc_nouns_6250.txt │ │ ├── googlecc_nouns_6250_emb.pth │ │ └── lvis_1203_cls_emb.pth ├── link_local_sets.sh └── metadata │ ├── Objects365_names_fix.csv │ ├── cc3m_clip_a+cname.npy │ ├── coco_clip_a+cname.npy │ ├── cococap_clip_a+cname.npy │ ├── lvis_v1_clip_a+cname.npy │ ├── lvis_v1_train_cat_info.json │ └── o365_clip_a+cnamefix.npy ├── detic ├── __init__.py ├── config.py ├── custom_solver.py ├── data │ ├── custom_build_augmentation.py │ ├── custom_dataset_dataloader.py │ ├── custom_dataset_mapper.py │ ├── datasets │ │ ├── __init__.py │ │ ├── builtin.py │ │ ├── cc.py │ │ ├── coco_zeroshot.py │ │ ├── fsod.py │ │ ├── imagenet.py │ │ ├── inat.py │ │ ├── lvis_22k_categories.py │ │ ├── lvis_v1.py │ │ ├── objects365.py │ │ ├── oid.py │ │ ├── registry_fsod.py │ │ ├── registry_imagenet.py │ │ ├── registry_inat.py │ │ ├── registry_lvis_v1.py │ │ └── registry_oid.py │ ├── tar_dataset.py │ └── transforms │ │ ├── custom_augmentation_impl.py │ │ └── custom_transform.py ├── evaluation │ ├── custom_coco_eval.py │ ├── fsodeval.py │ ├── inateval.py │ └── oideval.py ├── modeling │ ├── backbone │ │ ├── swintransformer.py │ │ └── timm.py │ ├── debug.py │ ├── meta_arch │ │ ├── custom_rcnn.py │ │ └── d2_deformable_detr.py │ ├── roi_heads │ │ ├── detic_fast_rcnn.py │ │ ├── detic_roi_heads.py │ │ ├── res5_roi_heads.py │ │ └── zero_shot_classifier.py │ ├── text │ │ └── text_encoder.py │ └── utils.py └── predictor.py ├── materials ├── approach.png ├── ciao_di_trentino.jpg ├── ciao_di_trentino_out.jpg └── teaser.png ├── models ├── codet │ └── structure_holder.sh ├── detic │ └── structure_holder.sh ├── structure_holder.sh └── vldet │ └── structure_holder.sh ├── nexus ├── breeds_hrchy │ └── breeds_per_layer_hier_depth=1 │ │ ├── breed_l1_num_class=2.json │ │ ├── breed_l2_num_class=10.json │ │ ├── breed_l3_num_class=29.json │ │ ├── breed_l4_num_class=128.json │ │ ├── breed_l5_num_class=466.json │ │ ├── breed_l6_num_class=591.json │ │ ├── breed_l7_num_class=98.json │ │ ├── composed_breed_l1_num_class=2.json │ │ ├── composed_breed_l2_num_class=10.json │ │ ├── composed_breed_l3_num_class=29.json │ │ ├── composed_breed_l4_num_class=128.json │ │ ├── composed_breed_l5_num_class=466.json │ │ ├── composed_breed_l6_num_class=591.json │ │ ├── composed_breed_l7_num_class=98.json │ │ ├── mapper_l1_leaf2current.json │ │ ├── mapper_l2_leaf2current.json │ │ ├── mapper_l3_leaf2current.json │ │ ├── mapper_l4_leaf2current.json │ │ ├── mapper_l5_leaf2current.json │ │ ├── mapper_l6_leaf2current.json │ │ └── mapper_l7_leaf2current.json ├── coco │ ├── baseline │ │ └── coco_clip_hrchy_l1.npy │ └── shine_llm │ │ └── coco_clip_hrchy_l1.npy ├── fsod │ ├── rn50 │ │ ├── baseline │ │ │ ├── fsod_clip_hrchy_l1.npy │ │ │ ├── fsod_clip_hrchy_l2.npy │ │ │ └── fsod_clip_hrchy_l3.npy │ │ ├── shine_gt │ │ │ ├── fsod_clip_hrchy_l1.npy │ │ │ ├── fsod_clip_hrchy_l2.npy │ │ │ └── fsod_clip_hrchy_l3.npy │ │ └── shine_llm │ │ │ ├── fsod_clip_hrchy_l1.npy │ │ │ ├── fsod_clip_hrchy_l2.npy │ │ │ └── fsod_clip_hrchy_l3.npy │ └── vitB32 │ │ ├── baseline │ │ ├── fsod_clip_hrchy_l1.npy │ │ ├── fsod_clip_hrchy_l2.npy │ │ └── fsod_clip_hrchy_l3.npy │ │ ├── shine_gt │ │ ├── fsod_clip_hrchy_l1.npy │ │ ├── fsod_clip_hrchy_l2.npy │ │ └── fsod_clip_hrchy_l3.npy │ │ └── shine_llm │ │ ├── fsod_clip_hrchy_l1.npy │ │ ├── fsod_clip_hrchy_l2.npy │ │ └── fsod_clip_hrchy_l3.npy ├── fsod_miss │ └── vitB32 │ │ ├── baseline │ │ └── fsod_clip_hrchy_l3_over_oid_lvis.npy │ │ └── shine_llm │ │ └── fsod_clip_hrchy_l3.npy ├── imagenet1k_hrchy │ ├── imagenet1k_hrchy_llm_composed.json │ └── imagenet1k_hrchy_wordnet.json ├── inat │ ├── rn50 │ │ ├── baseline │ │ │ ├── inat_clip_hrchy_l1.npy │ │ │ ├── inat_clip_hrchy_l2.npy │ │ │ ├── inat_clip_hrchy_l3.npy │ │ │ ├── inat_clip_hrchy_l4.npy │ │ │ ├── inat_clip_hrchy_l5.npy │ │ │ └── inat_clip_hrchy_l6.npy │ │ ├── shine_gt │ │ │ ├── inat_clip_hrchy_l1.npy │ │ │ ├── inat_clip_hrchy_l2.npy │ │ │ ├── inat_clip_hrchy_l3.npy │ │ │ ├── inat_clip_hrchy_l4.npy │ │ │ ├── inat_clip_hrchy_l5.npy │ │ │ ├── inat_clip_hrchy_l6.npy │ │ │ └── inat_clip_hrchy_l6_normed.npy │ │ └── shine_llm │ │ │ ├── inat_clip_hrchy_l1.npy │ │ │ ├── inat_clip_hrchy_l2.npy │ │ │ ├── inat_clip_hrchy_l3.npy │ │ │ ├── inat_clip_hrchy_l4.npy │ │ │ ├── inat_clip_hrchy_l5.npy │ │ │ └── inat_clip_hrchy_l6.npy │ └── vitB32 │ │ ├── baseline │ │ ├── inat_clip_hrchy_l1.npy │ │ ├── inat_clip_hrchy_l2.npy │ │ ├── inat_clip_hrchy_l3.npy │ │ ├── inat_clip_hrchy_l4.npy │ │ ├── inat_clip_hrchy_l5.npy │ │ └── inat_clip_hrchy_l6.npy │ │ ├── shine_gt │ │ ├── inat_clip_hrchy_l1.npy │ │ ├── inat_clip_hrchy_l2.npy │ │ ├── inat_clip_hrchy_l3.npy │ │ ├── inat_clip_hrchy_l4.npy │ │ ├── inat_clip_hrchy_l5.npy │ │ └── inat_clip_hrchy_l6.npy │ │ └── shine_llm │ │ ├── inat_clip_hrchy_l1.npy │ │ ├── inat_clip_hrchy_l2.npy │ │ ├── inat_clip_hrchy_l3.npy │ │ ├── inat_clip_hrchy_l4.npy │ │ ├── inat_clip_hrchy_l5.npy │ │ └── inat_clip_hrchy_l6.npy ├── inat_miss │ └── vitB32 │ │ ├── baseline │ │ └── inat_clip_hrchy_l6_over_oid_lvis.npy │ │ └── shine_llm │ │ └── inat_clip_hrchy_l6.npy └── lvis │ ├── baseline │ └── lvis_clip_hrchy_l1.npy │ └── shine_llm │ └── lvis_clip_hrchy_l1.npy ├── scripts_build_nexus ├── fsod │ ├── build_fsod_avg.sh │ ├── build_fsod_baseline.sh │ ├── build_fsod_concat.sh │ ├── build_fsod_isa.sh │ ├── build_fsod_nexus_gt.sh │ └── build_fsod_nexus_llm.sh ├── fsod_miss │ ├── build_miss_fsod_baseline.sh │ └── build_miss_fsod_nexus_llm.sh ├── inat │ ├── build_inat_avg.sh │ ├── build_inat_baseline.sh │ ├── build_inat_concat.sh │ ├── build_inat_isa.sh │ ├── build_inat_nexus_gt.sh │ └── build_inat_nexus_llm.sh ├── inat_miss │ ├── build_miss_inat_baseline.sh │ └── build_miss_inat_nexus_llm.sh └── others │ ├── build_coco_baseline.sh │ ├── build_coco_shine_llm.sh │ ├── build_lvis_baseline.sh │ └── build_lvis_shine_llm.sh ├── scripts_local ├── Classification │ ├── breeds │ │ ├── baseline │ │ │ └── breeds_vitB16_baseline.sh │ │ └── shine_gt │ │ │ └── breeds_vitB16_shine_gt.sh │ └── imagenet1k │ │ ├── baseline │ │ ├── imagenet1k_vitB16_baseline.sh │ │ ├── imagenet1k_vitB32_baseline.sh │ │ └── imagenet1k_vitL14_baseline.sh │ │ ├── shine_llm │ │ ├── imagenet1k_vitB16_shine_llm.sh │ │ ├── imagenet1k_vitB32_shine_llm.sh │ │ └── imagenet1k_vitL14_shine_llm.sh │ │ └── shine_wordnet │ │ ├── imagenet1k_vitB16_shine_wordnet.sh │ │ ├── imagenet1k_vitB32_shine_wordnet.sh │ │ └── imagenet1k_vitL14_shine_wordnet.sh ├── CoDet │ ├── fsod │ │ ├── rn50 │ │ │ ├── fsod_codet_rn50_baseline.sh │ │ │ ├── fsod_codet_rn50_shine_gt.sh │ │ │ └── fsod_codet_rn50_shine_llm.sh │ │ └── swin │ │ │ ├── fsod_codet_swin_baseline.sh │ │ │ ├── fsod_codet_swin_shine_gt.sh │ │ │ └── fsod_codet_swin_shine_llm.sh │ └── inat │ │ ├── rn50 │ │ ├── inat_codet_rn50_baseline.sh │ │ ├── inat_codet_rn50_shine_gt.sh │ │ └── inat_codet_rn50_shine_llm.sh │ │ └── swin │ │ ├── inat_codet_swin_baseline.sh │ │ ├── inat_codet_swin_shine_gt.sh │ │ └── inat_codet_swin_shine_llm.sh ├── Detic │ ├── coco │ │ ├── baseline │ │ │ ├── coco_ovod_BoxSup_CLIP_R50_1x_baseline.sh │ │ │ ├── coco_ovod_Detic_CLIP_Caption-image_R50_1x_baseline.sh │ │ │ ├── coco_ovod_Detic_CLIP_caption_R50_1x_baseline.sh │ │ │ └── coco_ovod_Detic_CLIP_image_R50_1x_baseline.sh │ │ └── shine_llm │ │ │ ├── coco_ovod_BoxSup_CLIP_R50_1x_shine_llm.sh │ │ │ ├── coco_ovod_Detic_CLIP_Caption-image_R50_1x_shine_llm.sh │ │ │ ├── coco_ovod_Detic_CLIP_caption_R50_1x_shine_llm.sh │ │ │ └── coco_ovod_Detic_CLIP_image_R50_1x_shine_llm.sh │ ├── fsod │ │ ├── rn50 │ │ │ ├── baseline │ │ │ │ ├── fsod_detic_C2_R50_LVIS-IN-L_baseline.sh │ │ │ │ ├── fsod_detic_C2_R50_LVIS_baseline.sh │ │ │ │ ├── fsod_detic_DETR_R50_LVIS-IN-L_baseline.sh │ │ │ │ └── fsod_detic_DETR_R50_LVIS_baseline.sh │ │ │ ├── shine_gt │ │ │ │ ├── fsod_detic_C2_R50_LVIS-IN-L_shine_gt.sh │ │ │ │ ├── fsod_detic_C2_R50_LVIS_shine_gt.sh │ │ │ │ ├── fsod_detic_DETR_R50_LVIS-IN-L_shine_gt.sh │ │ │ │ └── fsod_detic_DETR_R50_LVIS_shine_gt.sh │ │ │ └── shine_llm │ │ │ │ ├── fsod_detic_C2_R50_LVIS-IN-L_shine_llm.sh │ │ │ │ ├── fsod_detic_C2_R50_LVIS_shine_llm.sh │ │ │ │ ├── fsod_detic_DETR_R50_LVIS-IN-L_shine_llm.sh │ │ │ │ └── fsod_detic_DETR_R50_LVIS_shine_llm.sh │ │ └── swin │ │ │ ├── baseline │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K-COCO_baseline.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K_baseline.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-L_baseline.sh │ │ │ └── fsod_detic_SwinB_LVIS_baseline.sh │ │ │ ├── shine_gt │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K-COCO_shine_gt.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K_shine_gt.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-L_shine_gt.sh │ │ │ └── fsod_detic_SwinB_LVIS_shine_gt.sh │ │ │ └── shine_llm │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K-COCO_shine_llm.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K_shine_llm.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-L_shine_llm.sh │ │ │ └── fsod_detic_SwinB_LVIS_shine_llm.sh │ ├── fsod_miss │ │ └── swin │ │ │ ├── baseline │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-21K-COCO_baseline.sh │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-21K_baseline.sh │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-L_baseline.sh │ │ │ └── fsod_miss_detic_SwinB_LVIS_baseline.sh │ │ │ └── shine_llm │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-21K-COCO_shine_llm.sh │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-21K_shine_llm.sh │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-L_shine_llm.sh │ │ │ └── fsod_miss_detic_SwinB_LVIS_shine_llm.sh │ ├── inat │ │ ├── rn50 │ │ │ ├── baseline │ │ │ │ ├── inat_detic_C2_R50_LVIS-IN-L_baseline.sh │ │ │ │ ├── inat_detic_C2_R50_LVIS_baseline.sh │ │ │ │ ├── inat_detic_DETR_R50_LVIS-IN-L_baseline.sh │ │ │ │ └── inat_detic_DETR_R50_LVIS_baseline.sh │ │ │ ├── shine_gt │ │ │ │ ├── inat_detic_C2_R50_LVIS-IN-L_shine_gt.sh │ │ │ │ ├── inat_detic_C2_R50_LVIS_shine_gt.sh │ │ │ │ ├── inat_detic_DETR_R50_LVIS-IN-L_shine_gt.sh │ │ │ │ └── inat_detic_DETR_R50_LVIS_shine_gt.sh │ │ │ └── shine_llm │ │ │ │ ├── inat_detic_C2_R50_LVIS-IN-L_shine_llm.sh │ │ │ │ ├── inat_detic_C2_R50_LVIS_shine_llm.sh │ │ │ │ ├── inat_detic_DETR_R50_LVIS-IN-L_shine_llm.sh │ │ │ │ └── inat_detic_DETR_R50_LVIS_shine_llm.sh │ │ └── swin │ │ │ ├── baseline │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K-COCO_baseline.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K_baseline.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-L_baseline.sh │ │ │ └── inat_detic_SwinB_LVIS_baseline.sh │ │ │ ├── shine_gt │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K-COCO_shine_gt.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K_shine_gt.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-L_shine_gt.sh │ │ │ └── inat_detic_SwinB_LVIS_shine_gt.sh │ │ │ └── shine_llm │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K-COCO_shine_llm.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K_shine_llm.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-L_shine_llm.sh │ │ │ └── inat_detic_SwinB_LVIS_shine_llm.sh │ ├── inat_miss │ │ └── swin │ │ │ ├── baseline │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-21K-COCO_baseline.sh │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-21K_baseline.sh │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-L_baseline.sh │ │ │ └── inat_miss_detic_SwinB_LVIS_baseline.sh │ │ │ └── shine_llm │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-21K-COCO_shine_llm.sh │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-21K_shine_llm.sh │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-L_shine_llm.sh │ │ │ └── inat_miss_detic_SwinB_LVIS_shine_llm.sh │ └── lvis │ │ ├── baseline │ │ ├── lvis_ovod_BoxSup_C2_Lbase_CLIP_R50_640_4x_baseline.sh │ │ ├── lvis_ovod_Detic_C2_CCimg_R50_640_4x_baseline.sh │ │ └── lvis_ovod_Detic_C2_IN-L_R50_640_4x_baseline.sh │ │ └── shine_llm │ │ ├── lvis_ovod_BoxSup_C2_Lbase_CLIP_R50_640_4x_shine_llm.sh │ │ ├── lvis_ovod_Detic_C2_CCimg_R50_640_4x_shine_llm.sh │ │ └── lvis_ovod_Detic_C2_IN-L_R50_640_4x_shine_llm.sh └── VLDet │ ├── fsod │ ├── rn50 │ │ ├── fsod_VLDet_R50_baseline.sh │ │ ├── fsod_VLDet_R50_shine_gt.sh │ │ └── fsod_VLDet_R50_shine_llm.sh │ └── swin │ │ ├── fsod_VLDet_Swin_baseline.sh │ │ ├── fsod_VLDet_Swin_shine_gt.sh │ │ └── fsod_VLDet_Swin_shine_llm.sh │ └── inat │ ├── rn50 │ ├── inat_VLDet_R50_baseline.sh │ ├── inat_VLDet_R50_shine_gt.sh │ └── inat_VLDet_R50_shine_llm.sh │ └── swin │ ├── inat_VLDet_Swin_baseline.sh │ ├── inat_VLDet_Swin_shine_gt.sh │ └── inat_VLDet_Swin_shine_llm.sh ├── scripts_plant_hrchy ├── breeds │ └── plant_breeds_tree_gt.sh ├── fsod │ ├── plant_fsod_tree_gt.sh │ └── plant_fsod_tree_llm.sh ├── imagenet1k │ ├── plant_imagenet1k_tree_llm.sh │ └── plant_imagenet1k_tree_wordnet.sh ├── inat │ ├── plant_inat_tree_gt.sh │ └── plant_inat_tree_llm.sh └── others │ ├── plant_coco_tree_llm.sh │ ├── plant_lvis_tree_llm.sh │ └── plant_miss_oid_lvis.sh ├── scripts_slurm ├── Classification │ ├── breeds │ │ ├── baseline │ │ │ └── breeds_vitB16_baseline.sh │ │ └── shine_gt │ │ │ └── breeds_vitB16_shine_gt.sh │ └── imagenet1k │ │ ├── baseline │ │ ├── imagenet1k_vitB16_baseline.sh │ │ ├── imagenet1k_vitB32_baseline.sh │ │ └── imagenet1k_vitL14_baseline.sh │ │ ├── shine_llm │ │ ├── imagenet1k_vitB16_shine_llm.sh │ │ ├── imagenet1k_vitB32_shine_llm.sh │ │ └── imagenet1k_vitL14_shine_llm.sh │ │ └── shine_wordnet │ │ ├── imagenet1k_vitB16_shine_wordnet.sh │ │ ├── imagenet1k_vitB32_shine_wordnet.sh │ │ └── imagenet1k_vitL14_shine_wordnet.sh ├── CoDet │ ├── fsod │ │ ├── fsod_debug.sh │ │ ├── fsod_launch.sh │ │ ├── rn50 │ │ │ ├── fsod_codet_rn50_baseline.sh │ │ │ ├── fsod_codet_rn50_shine_gt.sh │ │ │ └── fsod_codet_rn50_shine_llm.sh │ │ └── swin │ │ │ ├── fsod_codet_swin_baseline.sh │ │ │ ├── fsod_codet_swin_shine_gt.sh │ │ │ └── fsod_codet_swin_shine_llm.sh │ └── inat │ │ ├── inat_debug.sh │ │ ├── inat_launch.sh │ │ ├── rn50 │ │ ├── inat_codet_rn50_baseline.sh │ │ ├── inat_codet_rn50_shine_gt.sh │ │ └── inat_codet_rn50_shine_llm.sh │ │ └── swin │ │ ├── inat_codet_swin_baseline.sh │ │ ├── inat_codet_swin_shine_gt.sh │ │ └── inat_codet_swin_shine_llm.sh ├── Detic │ ├── coco │ │ ├── baseline │ │ │ ├── coco_ovod_BoxSup_CLIP_R50_1x_baseline.sh │ │ │ ├── coco_ovod_Detic_CLIP_Caption-image_R50_1x_baseline.sh │ │ │ ├── coco_ovod_Detic_CLIP_caption_R50_1x_baseline.sh │ │ │ └── coco_ovod_Detic_CLIP_image_R50_1x_baseline.sh │ │ └── shine_llm │ │ │ ├── coco_ovod_BoxSup_CLIP_R50_1x_shine_llm.sh │ │ │ ├── coco_ovod_Detic_CLIP_Caption-image_R50_1x_shine_llm.sh │ │ │ ├── coco_ovod_Detic_CLIP_caption_R50_1x_shine_llm.sh │ │ │ └── coco_ovod_Detic_CLIP_image_R50_1x_shine_llm.sh │ ├── fsod │ │ ├── rn50 │ │ │ ├── baseline │ │ │ │ ├── fsod_detic_C2_R50_LVIS-IN-L_baseline.sh │ │ │ │ ├── fsod_detic_C2_R50_LVIS_baseline.sh │ │ │ │ ├── fsod_detic_DETR_R50_LVIS-IN-L_baseline.sh │ │ │ │ └── fsod_detic_DETR_R50_LVIS_baseline.sh │ │ │ ├── shine_gt │ │ │ │ ├── fsod_detic_C2_R50_LVIS-IN-L_shine_gt.sh │ │ │ │ ├── fsod_detic_C2_R50_LVIS_shine_gt.sh │ │ │ │ ├── fsod_detic_DETR_R50_LVIS-IN-L_shine_gt.sh │ │ │ │ └── fsod_detic_DETR_R50_LVIS_shine_gt.sh │ │ │ └── shine_llm │ │ │ │ ├── fsod_detic_C2_R50_LVIS-IN-L_shine_llm.sh │ │ │ │ ├── fsod_detic_C2_R50_LVIS_shine_llm.sh │ │ │ │ ├── fsod_detic_DETR_R50_LVIS-IN-L_shine_llm.sh │ │ │ │ └── fsod_detic_DETR_R50_LVIS_shine_llm.sh │ │ └── swin │ │ │ ├── baseline │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K-COCO_baseline.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K_baseline.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-L_baseline.sh │ │ │ └── fsod_detic_SwinB_LVIS_baseline.sh │ │ │ ├── shine_gt │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K-COCO_shine_gt.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K_shine_gt.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-L_shine_gt.sh │ │ │ └── fsod_detic_SwinB_LVIS_shine_gt.sh │ │ │ └── shine_llm │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K-COCO_shine_llm.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-21K_shine_llm.sh │ │ │ ├── fsod_detic_SwinB_LVIS-IN-L_shine_llm.sh │ │ │ └── fsod_detic_SwinB_LVIS_shine_llm.sh │ ├── fsod_miss │ │ └── swin │ │ │ ├── baseline │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-21K-COCO_baseline.sh │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-21K_baseline.sh │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-L_baseline.sh │ │ │ └── fsod_miss_detic_SwinB_LVIS_baseline.sh │ │ │ └── shine_llm │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-21K-COCO_shine_llm.sh │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-21K_shine_llm.sh │ │ │ ├── fsod_miss_detic_SwinB_LVIS-IN-L_shine_llm.sh │ │ │ └── fsod_miss_detic_SwinB_LVIS_shine_llm.sh │ ├── inat │ │ ├── rn50 │ │ │ ├── baseline │ │ │ │ ├── inat_detic_C2_R50_LVIS-IN-L_baseline.sh │ │ │ │ ├── inat_detic_C2_R50_LVIS_baseline.sh │ │ │ │ ├── inat_detic_DETR_R50_LVIS-IN-L_baseline.sh │ │ │ │ └── inat_detic_DETR_R50_LVIS_baseline.sh │ │ │ ├── shine_gt │ │ │ │ ├── inat_detic_C2_R50_LVIS-IN-L_shine_gt.sh │ │ │ │ ├── inat_detic_C2_R50_LVIS_shine_gt.sh │ │ │ │ ├── inat_detic_DETR_R50_LVIS-IN-L_shine_gt.sh │ │ │ │ └── inat_detic_DETR_R50_LVIS_shine_gt.sh │ │ │ └── shine_llm │ │ │ │ ├── inat_detic_C2_R50_LVIS-IN-L_shine_llm.sh │ │ │ │ ├── inat_detic_C2_R50_LVIS_shine_llm.sh │ │ │ │ ├── inat_detic_DETR_R50_LVIS-IN-L_shine_llm.sh │ │ │ │ └── inat_detic_DETR_R50_LVIS_shine_llm.sh │ │ └── swin │ │ │ ├── baseline │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K-COCO_baseline.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K_baseline.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-L_baseline.sh │ │ │ └── inat_detic_SwinB_LVIS_baseline.sh │ │ │ ├── shine_gt │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K-COCO_shine_gt.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K_shine_gt.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-L_shine_gt.sh │ │ │ └── inat_detic_SwinB_LVIS_shine_gt.sh │ │ │ └── shine_llm │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K-COCO_shine_llm.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-21K_shine_llm.sh │ │ │ ├── inat_detic_SwinB_LVIS-IN-L_shine_llm.sh │ │ │ └── inat_detic_SwinB_LVIS_shine_llm.sh │ ├── inat_miss │ │ └── swin │ │ │ ├── baseline │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-21K-COCO_baseline.sh │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-21K_baseline.sh │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-L_baseline.sh │ │ │ └── inat_miss_detic_SwinB_LVIS_baseline.sh │ │ │ └── shine_llm │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-21K-COCO_shine_llm.sh │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-21K_shine_llm.sh │ │ │ ├── inat_miss_detic_SwinB_LVIS-IN-L_shine_llm.sh │ │ │ └── inat_miss_detic_SwinB_LVIS_shine_llm.sh │ └── lvis │ │ ├── baseline │ │ ├── lvis_ovod_BoxSup_C2_Lbase_CLIP_R50_640_4x_baseline.sh │ │ ├── lvis_ovod_Detic_C2_CCimg_R50_640_4x_baseline.sh │ │ └── lvis_ovod_Detic_C2_IN-L_R50_640_4x_baseline.sh │ │ └── shine_llm │ │ ├── lvis_ovod_BoxSup_C2_Lbase_CLIP_R50_640_4x_shine_llm.sh │ │ ├── lvis_ovod_Detic_C2_CCimg_R50_640_4x_shine_llm.sh │ │ └── lvis_ovod_Detic_C2_IN-L_R50_640_4x_shine_llm.sh └── VLDet │ ├── fsod │ ├── fsod_debug.sh │ ├── fsod_launch.sh │ ├── rn50 │ │ ├── fsod_VLDet_R50_baseline.sh │ │ ├── fsod_VLDet_R50_shine_gt.sh │ │ └── fsod_VLDet_R50_shine_llm.sh │ └── swin │ │ ├── fsod_VLDet_Swin_baseline.sh │ │ ├── fsod_VLDet_Swin_shine_gt.sh │ │ └── fsod_VLDet_Swin_shine_llm.sh │ └── inat │ ├── inat_debug.sh │ ├── inat_launch.sh │ ├── rn50 │ ├── inat_VLDet_R50_baseline.sh │ ├── inat_VLDet_R50_shine_gt.sh │ └── inat_VLDet_R50_shine_llm.sh │ └── swin │ ├── inat_VLDet_Swin_baseline.sh │ ├── inat_VLDet_Swin_shine_gt.sh │ └── inat_VLDet_Swin_shine_llm.sh ├── shine.yml ├── shine ├── __init__.py ├── build_fsod_aggr.py ├── build_fsod_sing.py ├── build_inat_aggr.py ├── build_inat_fsod_aggr_w_llm_hrchy.py ├── build_inat_sing.py ├── build_miss_inat_fsod_aggr_w_llm_hrchy.py ├── coco_annotations │ ├── instances_train2017_seen_2_oriorder_cat_info.json │ └── instances_val2017_all_2_oriorder_cat_info.json ├── coco_llm_answers │ ├── cleaned_coco_gpt_hrchy_l1.json │ └── raw_coco_gpt_hrchy_l1.json ├── fsod_annotations │ ├── class_names.py │ ├── fsod_anno_fixed_l1.json │ ├── fsod_anno_fixed_l2.json │ ├── fsod_anno_fixed_l3.json │ └── fsod_hierarchy_tree.json ├── fsod_llm_answers │ ├── cleaned_fsod_gpt_hrchy_l1.json │ ├── cleaned_fsod_gpt_hrchy_l2.json │ ├── cleaned_fsod_gpt_hrchy_l3.json │ ├── raw_fsod_gpt_hrchy_l1.json │ ├── raw_fsod_gpt_hrchy_l2.json │ └── raw_fsod_gpt_hrchy_l3.json ├── inat_annotations │ ├── class_labels.txt │ ├── class_labels_class.txt │ ├── class_labels_family.txt │ ├── class_labels_genus.txt │ ├── class_labels_kingdom.txt │ ├── class_labels_order.txt │ ├── class_labels_phylum.txt │ ├── class_names.py │ └── inat_hierarchy_tree.json ├── inat_llm_answers │ ├── cleaned_inat_gpt_hrchy_l1.json │ ├── cleaned_inat_gpt_hrchy_l2.json │ ├── cleaned_inat_gpt_hrchy_l3.json │ ├── cleaned_inat_gpt_hrchy_l4.json │ ├── cleaned_inat_gpt_hrchy_l5.json │ ├── cleaned_inat_gpt_hrchy_l6.json │ ├── raw_inat_gpt_hrchy_l1.json │ ├── raw_inat_gpt_hrchy_l2.json │ ├── raw_inat_gpt_hrchy_l3.json │ ├── raw_inat_gpt_hrchy_l4.json │ ├── raw_inat_gpt_hrchy_l5.json │ └── raw_inat_gpt_hrchy_l6.json ├── lvis_annotations │ └── lvis_v1_train_cat_info.json ├── lvis_llm_answers │ ├── cleaned_lvis_gpt_hrchy_l1.json │ └── raw_lvis_gpt_hrchy_l1.json ├── miss_lvis_oid_llm_answers │ ├── cleaned_oid_lvis_gpt_hrchy_l1.json │ ├── cleaned_oid_lvis_gpt_hrchy_l2.json │ ├── cleaned_oid_lvis_gpt_hrchy_l3.json │ ├── cleaned_oid_lvis_gpt_hrchy_l4.json │ ├── cleaned_oid_lvis_gpt_hrchy_l5.json │ ├── cleaned_oid_lvis_gpt_hrchy_l6.json │ ├── raw_oid_lvis_gpt_hrchy_l1.json │ ├── raw_oid_lvis_gpt_hrchy_l2.json │ ├── raw_oid_lvis_gpt_hrchy_l3.json │ ├── raw_oid_lvis_gpt_hrchy_l4.json │ ├── raw_oid_lvis_gpt_hrchy_l5.json │ └── raw_oid_lvis_gpt_hrchy_l6.json ├── oid_annotations │ ├── challenge-2019-label500-hierarchy-list.json │ ├── challenge-2019-label500-hierarchy.json │ ├── class_names.py │ └── oid_hierarchy_tree_miu.json ├── oid_llm_answers │ ├── cleaned_oid_gpt_hrchy_l1.json │ ├── cleaned_trimmed_oid_gpt_hrchy_l1.json │ └── raw_oid_gpt_hrchy_l1.json ├── plant_fsod_hrchy_tree.py ├── plant_inat_hrchy_tree.py ├── plant_llm_syn_hrchy_tree.py └── tools │ ├── __init__.py │ ├── composer.py │ ├── fileios.py │ ├── llm_controllers.py │ └── themer.py ├── shine_cls ├── __init__.py ├── data_utils │ ├── cnames_imagenet.py │ └── load_data.py ├── hrchy_breeds │ ├── breed_l1_num_class=2.json │ ├── breed_l2_num_class=10.json │ ├── breed_l3_num_class=29.json │ ├── breed_l4_num_class=128.json │ ├── breed_l5_num_class=466.json │ ├── breed_l6_num_class=591.json │ ├── breed_l7_num_class=98.json │ ├── composed_breed_l1_num_class=2.json │ ├── composed_breed_l2_num_class=10.json │ ├── composed_breed_l3_num_class=29.json │ ├── composed_breed_l4_num_class=128.json │ ├── composed_breed_l5_num_class=466.json │ ├── composed_breed_l6_num_class=591.json │ ├── composed_breed_l7_num_class=98.json │ ├── mapper_l1_leaf2current.json │ ├── mapper_l2_leaf2current.json │ ├── mapper_l3_leaf2current.json │ ├── mapper_l4_leaf2current.json │ ├── mapper_l5_leaf2current.json │ ├── mapper_l6_leaf2current.json │ └── mapper_l7_leaf2current.json ├── hrchy_imagenet1k │ ├── imagenet1k_hrchy_llm.json │ ├── imagenet1k_hrchy_llm_composed.json │ └── imagenet1k_hrchy_wordnet.json ├── imagenet-ancestors-descendants │ ├── gloss.txt │ ├── imagenet_label_to_wordnet_synset.txt │ ├── is_a.txt │ └── words.txt ├── plant_hierarchy.py ├── utils │ ├── composer.py │ ├── fileios.py │ ├── hierarchy_generator.py │ ├── llm_controllers.py │ └── themer.py ├── zeroshot.py └── zeroshot_breeds.py ├── slurm-output └── placeholder.md ├── train_net_codet.py ├── train_net_detic.py ├── train_net_detic_coco.py ├── train_net_vldet.py └── vldet ├── __init__.py ├── config.py ├── custom_solver.py ├── data ├── custom_build_augmentation.py ├── custom_dataset_dataloader.py ├── custom_dataset_mapper.py ├── datasets │ ├── __init__.py │ ├── builtin.py │ ├── cc.py │ ├── coco_zeroshot.py │ ├── fsod.py │ ├── imagenet.py │ ├── inat.py │ ├── lvis_22k_categories.py │ ├── lvis_v1.py │ ├── objects365.py │ ├── oid.py │ ├── registry_fsod.py │ ├── registry_imagenet.py │ ├── registry_inat.py │ ├── registry_lvis_v1.py │ └── registry_oid.py ├── tar_dataset.py └── transforms │ ├── custom_augmentation_impl.py │ └── custom_transform.py ├── evaluation ├── custom_coco_eval.py ├── fsodeval.py ├── inateval.py └── oideval.py ├── modeling ├── backbone │ ├── swintransformer.py │ └── timm.py ├── debug.py ├── meta_arch │ └── custom_rcnn.py ├── roi_heads │ ├── res5_roi_heads.py │ ├── vldet_fast_rcnn.py │ ├── vldet_roi_heads.py │ └── zero_shot_classifier.py ├── text │ └── text_encoder.py └── utils.py └── predictor.py /.gitignore: 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