├── DATASET_SETUP.md ├── LICENSE ├── README.md ├── configs ├── run_owd_baseline.sh ├── run_rwd.sh ├── run_rwd_baselines.sh ├── run_rwd_fs_baseline.sh ├── run_rwd_t2.sh ├── run_rwd_t2_baselines.sh ├── run_rwd_t2_fs_baseline.sh └── viz.sh ├── data ├── OWOD │ └── ImageSets │ │ ├── MOWODB │ │ ├── attributes.json │ │ ├── best_templates.txt │ │ ├── t1_known.txt │ │ ├── t1_unknown.txt │ │ ├── t1_unknown_classnames_groundtruth.txt │ │ ├── t1_unknown_image_net.txt │ │ ├── t2_known.txt │ │ ├── t2_unknown.txt │ │ ├── t2_unknown_classnames_groundtruth.txt │ │ ├── t2_unknown_image_net.txt │ │ ├── t3_known.txt │ │ ├── t3_unknown.txt │ │ ├── t3_unknown_classnames_groundtruth.txt │ │ ├── t3_unknown_image_net.txt │ │ ├── t4_known.txt │ │ ├── test.txt │ │ └── train.txt │ │ └── SOWODB │ │ ├── attributes.json │ │ ├── best_templates.txt │ │ ├── t1_known.txt │ │ ├── t1_unknown.txt │ │ ├── t1_unknown_classnames_groundtruth.txt │ │ ├── t1_unknown_image_net.txt │ │ ├── t2_known.txt │ │ ├── t2_unknown.txt │ │ ├── t2_unknown_classnames_groundtruth.txt │ │ ├── t2_unknown_image_net.txt │ │ ├── t3_known.txt │ │ ├── t3_unknown.txt │ │ ├── t3_unknown_classnames_groundtruth.txt │ │ ├── t3_unknown_image_net.txt │ │ ├── t4_known.txt │ │ ├── test.txt │ │ └── train.txt ├── ROOT │ └── readme.txt ├── RWD │ └── ImageSets │ │ ├── Aerial │ │ ├── attributes.json │ │ ├── best_templates.txt │ │ ├── classname_rename.json │ │ ├── classnames.txt │ │ ├── few_shot_data.json │ │ ├── known_classnames.txt │ │ ├── test.txt │ │ ├── train.txt │ │ ├── unknown_classnames.txt │ │ ├── unknown_classnames_ground_truth.txt │ │ ├── unknown_classnames_imagenet.txt │ │ └── viz.txt │ │ ├── Aquatic │ │ ├── attributes.json │ │ ├── best_templates.txt │ │ ├── classnames.txt │ │ ├── few_shot_data.json │ │ ├── known_classnames.txt │ │ ├── test.txt │ │ ├── train.json │ │ ├── train.txt │ │ ├── unknown_classnames.txt │ │ ├── unknown_classnames_ground_truth.txt │ │ ├── unknown_classnames_imagenet.txt │ │ └── viz.txt │ │ ├── Game │ │ ├── annotations.json │ │ ├── attributes.json │ │ ├── best_templates.txt │ │ ├── classnames.txt │ │ ├── few_shot_data.json │ │ ├── known_classnames.txt │ │ ├── test.json │ │ ├── test.txt │ │ ├── train.json │ │ ├── train.txt │ │ ├── unknown_classnames.txt │ │ ├── unknown_classnames_ground_truth.txt │ │ ├── unknown_classnames_imagenet.txt │ │ └── viz.txt │ │ ├── Medical │ │ ├── annotations.json │ │ ├── attributes.json │ │ ├── best_templates.txt │ │ ├── classnames.txt │ │ ├── few_shot_data.json │ │ ├── known_classnames.txt │ │ ├── test.json │ │ ├── test.txt │ │ ├── train.json │ │ ├── train.txt │ │ ├── unknown_classnames.txt │ │ ├── unknown_classnames_ground_truth.txt │ │ ├── unknown_classnames_imagenet.txt │ │ └── viz.txt │ │ └── Surgical │ │ ├── annotations.json │ │ ├── attributes.json │ │ ├── best_templates.txt │ │ ├── classnames.txt │ │ ├── few_shot_data.json │ │ ├── known_classnames.txt │ │ ├── test.json │ │ ├── test.txt │ │ ├── train.json │ │ ├── train.txt │ │ ├── unknown_classnames.txt │ │ ├── unknown_classnames_ground_truth.txt │ │ ├── unknown_classnames_imagenet.txt │ │ └── viz.txt └── data_setup.sh ├── datasets ├── __init__.py ├── coco.py ├── data_prefetcher.py ├── open_world_eval.py ├── samplers.py ├── setup_roboflow100_dataset.py ├── setup_surgical_dataset.py ├── torchvision_datasets │ ├── __init__.py │ ├── coco.py │ ├── open_world.py │ └── real_world.py └── transforms.py ├── docs ├── Results.png └── poll.png ├── engine.py ├── gen_attributes.ipynb ├── gen_figures.ipynb ├── main.py ├── main_figures.ipynb ├── models ├── FOMO.py ├── __init__.py ├── few_shot_dataset.py └── utils.py ├── requirements.txt ├── slurm_logs └── create_dirs.sh └── util ├── __init__.py ├── box_ops.py ├── create_abilation_table.py ├── create_rwd_baselines_table.py ├── merge_rows.py ├── misc.py ├── plot_utils.py ├── process_classnames.py ├── process_classnames_imagenet.py └── process_classnames_utils.py /DATASET_SETUP.md: 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