├── LICENSE ├── README.md ├── attention.py ├── auto_encoder.py ├── base_model.py ├── bc.py ├── classifier.py ├── comparison_sota.png ├── convert.py ├── counting.py ├── dataset_RAD.py ├── fc.py ├── language_model.py ├── main.py ├── mc.py ├── meters.py ├── mtpt.png ├── multi-task-pretrain ├── data │ ├── abdomen_test.json │ ├── abdomen_train.json │ ├── brain_test.json │ ├── brain_train.json │ ├── chest_test.json │ ├── chest_train.json │ └── read_json.py ├── dataloaders │ ├── abdomen_dataset.py │ ├── brain_tumor_dataset.py │ ├── chest_xray_dataset.py │ ├── custom_transforms.py │ └── dictionary.py ├── eval_a_segment.py ├── eval_b_classify.py ├── eval_c_classify.py ├── model │ ├── ResNet.py │ ├── attention.py │ ├── base_model.py │ ├── bc.py │ ├── classifier.py │ ├── convert.py │ ├── fc.py │ ├── language_model.py │ ├── non_local.py │ └── segment_decoder.py ├── train_a_segment_cmsa.py ├── train_b_classify_cmsa.py ├── train_c_classify_cmsa.py └── utils.py ├── multi_task.py ├── non_local.py ├── overview.png ├── simple_cnn.py ├── test.py ├── test.sh ├── tools ├── compute_softscore.py ├── create_dictionary.py ├── create_embedding.py ├── download_data_RAD.sh ├── generate_data.py └── process.sh ├── train.py ├── train.sh ├── trainer.py ├── transformer ├── Constants.py ├── Layers.py ├── Models.py ├── Modules.py ├── Optim.py ├── SubLayers.py ├── Translator.py └── __init__.py └── utils.py /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/haifangong/CMSA-MTPT-4-MedicalVQA/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/haifangong/CMSA-MTPT-4-MedicalVQA/HEAD/README.md -------------------------------------------------------------------------------- /attention.py: -------------------------------------------------------------------------------- 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