├── .gitignore ├── Confusion Matrices ├── B0_320_AP_CM.png ├── B0_320_AP_ROC.png ├── B0_320_ImageNet_CM.png ├── B0_320_ImageNet_ROC.png ├── B0_320_NS_CM.png ├── B0_320_NS_ROC.png ├── B1_240_AP_CM.png ├── B1_240_AP_ROC.png ├── B1_240_ImageNet_CM.png ├── B1_240_ImageNet_ROC.png ├── B1_240_NS_CM.png ├── B1_240_NS_ROC.png ├── Dataset description & Results.odt ├── EfficientNet-B0_CXR_Tuberculosis.png ├── EfficientNet-B1_CXR_Tuberculosis.png ├── EfficientNet-B2_CXR_Tuberculosis.png ├── EfficientNet-B3_CXR_Tuberculosis.png ├── EfficientNet-B4_CXR_Tuberculosis.png ├── Ensemble_Voting_B0_B1_B2_B3.png ├── Ensemble_Voting_ImgSize_224_CM.png ├── Ensemble_Voting_ImgSize_224_ROC.png ├── Ensemble_Voting_ImgSize_240_CM.png ├── Ensemble_Voting_ImgSize_240_ROC.png ├── Ensemble_Voting_ImgSize_320_CM.png ├── Ensemble_Voting_ImgSize_320_ROC.png ├── Spinal_EffNet-B0.png ├── ViT_Base_EfficientNet_B0_224_CM.png ├── ViT_Base_EfficientNet_B0_224_ROC.png ├── ViT_Base_EfficientNet_B1_224_CM.png ├── ViT_Base_EfficientNet_B1_224_ROC.png ├── ViT_Base_Patch16_224_CM.png ├── ViT_Base_Patch16_224_ROC.png ├── ViT_Small_EfficientNet_B0_224_CM.png ├── ViT_Small_EfficientNet_B0_224_ROC.png ├── ViT_Small_EfficientNet_B1_224_CM.png ├── ViT_Small_EfficientNet_B1_224_ROC.png ├── ViT_Small_Patch16_224_CM.png └── ViT_Small_Patch16_224_ROC.png ├── LICENSE ├── Notebooks ├── Bag-of-tricks.ipynb ├── Covid-19_TB_CXR_EfficientNet_B0_320.ipynb ├── Metrics.ipynb ├── Tuberculosis_CXR_EfficientNet_B0.ipynb ├── Tuberculosis_CXR_EfficientNet_B1.ipynb ├── Tuberculosis_CXR_EfficientNet_B2.ipynb ├── Tuberculosis_CXR_EfficientNet_B3.ipynb ├── Vision_Transformers.ipynb └── runs │ ├── Sep24_15-15-39_linh │ └── events.out.tfevents.1600935341.linh.11590.0 │ ├── Sep24_15-16-47_linh │ └── events.out.tfevents.1600935408.linh.11898.0 │ ├── Sep24_15-18-07_linh │ └── events.out.tfevents.1600935488.linh.12058.0 │ ├── Sep24_15-25-41_linh │ └── events.out.tfevents.1600935942.linh.12631.0 │ ├── Sep24_15-54-29_linh │ └── events.out.tfevents.1600937670.linh.17162.0 │ ├── Sep24_16-53-01_linh │ └── events.out.tfevents.1600941183.linh.24521.0 │ ├── Sep24_16-54-35_linh │ └── events.out.tfevents.1600941276.linh.24757.0 │ ├── Sep24_17-55-07_linh │ └── events.out.tfevents.1600944908.linh.32450.0 │ ├── Sep24_18-52-07_linh │ └── events.out.tfevents.1600948328.linh.8584.0 │ └── Sep24_18-54-57_linh │ └── events.out.tfevents.1600948498.linh.8879.0 ├── Predicted results ├── EfficientNet-B0.csv ├── EfficientNet-B1.csv ├── EfficientNet-B2.csv ├── EfficientNet-B3.csv └── Ensemble_Voting_EfficientNet_B0_B1_B2_B3.csv ├── README.md └── ROC_AUC ├── B0_320_AP_ROC.png ├── B0_320_ImageNet_ROC.png ├── B0_320_NS_ROC.png ├── B1_240_AP_ROC.png ├── B1_240_ImageNet_ROC.png ├── B1_240_NS_ROC.png ├── EfficientNet-B3_CXR_Tuberculosis_ROC_AUC.png ├── EfficientNet-B4_CXR_Tuberculosis_ROC_AUC.png ├── EfiicientNet-B0_CXR_Tuberculosis_ROC_AUC.png ├── EfiicientNet-B1_CXR_Tuberculosis_ROC_AUC.png ├── 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