├── CLS-NIH_ChestX-ray ├── __pycache__ │ └── models_vit.cpython-38.pyc ├── test.py ├── train.py └── utils │ ├── __pycache__ │ ├── data_utils.cpython-38.pyc │ ├── dist_util.cpython-38.pyc │ ├── my_dataset.cpython-38.pyc │ └── scheduler.cpython-38.pyc │ ├── data_utils.py │ ├── dist_util.py │ ├── my_dataset.py │ └── scheduler.py ├── LICENSE ├── Phrase Grounding.py ├── README.md ├── SIIM_Seg ├── configs │ ├── MaCo │ │ ├── upernet_MaCo-base_fp16_8x2_512x512_160k_covid_100per.py │ │ ├── upernet_MaCo-base_fp16_8x2_512x512_160k_covid_10per.py │ │ ├── upernet_MaCo-base_fp16_8x2_512x512_160k_covid_1per.py │ │ ├── upernet_MaCo-base_fp16_8x2_512x512_160k_siim_100per.py │ │ ├── upernet_MaCo-base_fp16_8x2_512x512_160k_siim_10per.py │ │ └── upernet_MaCo-base_fp16_8x2_512x512_160k_siim_1per.py │ └── _base_ │ │ ├── datasets │ │ ├── covid100per.py │ │ ├── covid10per.py │ │ ├── covid1per.py │ │ ├── siim100per.py │ │ ├── siim10per.py │ │ └── siim1per.py │ │ ├── models │ │ └── upernet_MaCo.py │ │ └── schedules │ │ ├── covid_schedule_100per.py │ │ ├── covid_schedule_10per.py │ │ ├── covid_schedule_1per.py │ │ ├── schedule_160k.py │ │ ├── schedule_1k.py │ │ └── schedule_5k.py ├── ft.sh ├── mmseg │ ├── apis │ │ └── train.py │ ├── core │ │ └── evaluation │ │ │ ├── __init__.py │ │ │ ├── class_names.py │ │ │ ├── eval_hooks.py │ │ │ └── metrics.py │ ├── datasets │ │ ├── __init__.py │ │ ├── builder.py │ │ ├── covid.py │ │ ├── custom.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ └── distributed_sampler.cpython-38.pyc │ │ │ └── distributed_sampler.py │ │ └── siim.py │ └── models │ │ ├── backbones │ │ └── MaCo.py │ │ └── losses │ │ └── dice_loss.py ├── test.sh └── tests │ └── test_data │ └── test_dataset.py ├── ZeroShot ├── bert │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── bert.cpython-38.pyc │ │ ├── bert_encoder.cpython-38.pyc │ │ ├── builder.cpython-38.pyc │ │ └── custom_bert_encoder.cpython-38.pyc │ ├── bert.py │ ├── bert_encoder.py │ ├── builder.py │ └── custom_bert_encoder.py ├── gloria_loss.py ├── model_MaCo.py └── utils │ ├── custom_transform.py │ ├── data_utils.py │ ├── dist_util.py │ ├── metrics.py │ ├── misc.py │ ├── my_dataset.py │ ├── pos_embed.py │ ├── prompts.py │ └── scheduler.py ├── Zeroshot Classification.py ├── __init__.py ├── bert ├── __pycache__ │ ├── bert.cpython-38.pyc │ └── bert_encoder.cpython-38.pyc ├── bert.py └── bert_encoder.py ├── detectron2 ├── configs │ └── common │ │ ├── data │ │ ├── coco.py │ │ └── rsna.py │ │ ├── optim.py │ │ └── train_rsna.py ├── detectron2 │ ├── config │ │ └── defaults.py │ └── evaluation │ │ └── rsna_evaluation.py ├── projects │ └── ViTDet │ │ ├── configs │ │ ├── COCO │ │ │ └── mask_rcnn_vitdet_b_50ep_maco.py │ │ └── common │ │ │ └── rsna_loader.py │ │ └── out_valid │ │ └── rsna_test_coco_format.json └── tools │ ├── lazyconfig_train_net_rsna.py │ ├── lazyconfig_train_net_rsna_10per.py │ ├── lazyconfig_train_net_rsna_1per.py │ └── train_net.py ├── engine_pretrain.py ├── eval ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── __init__.cpython-39.pyc │ ├── box_transfer.cpython-38.pyc │ ├── box_transfer.cpython-39.pyc │ ├── common.cpython-38.pyc │ ├── common.cpython-39.pyc │ ├── constants.cpython-38.pyc │ ├── constants.cpython-39.pyc │ ├── gloria.cpython-39.pyc │ ├── gloria_eval.cpython-39.pyc │ ├── io.cpython-38.pyc │ ├── io.cpython-39.pyc │ ├── metric.cpython-38.pyc │ ├── metric.cpython-39.pyc │ ├── utils.cpython-38.pyc │ └── utils.cpython-39.pyc ├── box_transfer.py ├── common.py ├── constants.py ├── io.py ├── metric.py └── utils.py ├── figure └── Figure.png ├── main_pretrain.py ├── mimic_wordpiece.json ├── model_MaCo.py ├── models_vit.py ├── requirements.txt ├── train_finetune_terminal_all.py └── util ├── __pycache__ ├── lr_sched.cpython-38.pyc ├── misc.cpython-38.pyc ├── pos_embed.cpython-38.pyc ├── pretrain_datasets.cpython-38.pyc └── tokenization_bert.cpython-38.pyc ├── lr_decay.py ├── 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