├── .gitignore ├── 2class_DR.ipynb ├── 2class_DR_byol.ipynb ├── 2class_diabetes.ipynb ├── 2class_diabetes_byol.ipynb ├── 2class_diabetes_resnet.ipynb ├── 2class_sex.ipynb ├── 2class_sex_byol.ipynb ├── 3class_DR.ipynb ├── 3class_DR_byol.ipynb ├── Profile ├── Missing values.png ├── Plots Patient Sex.png ├── Plots amd.png ├── Plots artifacts.png ├── Plots diabetic_retinopathy.png ├── Plots drusens.png ├── Plots focus.png ├── Plots hemorrhage.png ├── Plots hypertensive_retinopathy.png ├── Plots iluminaton.png ├── Plots image_field.png ├── Plots increased_cup_disc.png ├── Plots macular_edema.png ├── Plots myopic_fundus.png ├── Plots nevus.png ├── Plots other.png ├── Plots patient_sex.png ├── Plots referable_dr.png ├── Plots retinal_detachment.png ├── Plots scar.png ├── Plots vascular_occlusion.png ├── Report BRSET.html ├── Sample images Diabetic Retinopathy.png └── Sample images iluminaton.png ├── README.md ├── data ├── images │ └── index.html └── labels.csv ├── eda.ipynb ├── embeddings.ipynb ├── get_data.ipynb ├── requirements.txt ├── retfound_embeddings.ipynb ├── saliency_maps ├── DR_2 │ ├── saliency_map_class_0_image_0.pdf │ ├── saliency_map_class_0_image_1.pdf │ ├── saliency_map_class_0_image_2.pdf │ ├── saliency_map_class_0_image_3.pdf │ ├── saliency_map_class_0_image_4.pdf │ ├── saliency_map_class_1_image_0.pdf │ ├── saliency_map_class_1_image_1.pdf │ ├── saliency_map_class_1_image_2.pdf │ ├── saliency_map_class_1_image_3.pdf │ └── saliency_map_class_1_image_4.pdf ├── DR_3 │ ├── saliency_map_class_0_image_0.pdf │ ├── saliency_map_class_0_image_1.pdf │ ├── saliency_map_class_0_image_2.pdf │ ├── saliency_map_class_0_image_3.pdf │ ├── saliency_map_class_0_image_4.pdf │ ├── saliency_map_class_1_image_0.pdf │ ├── saliency_map_class_1_image_1.pdf │ ├── saliency_map_class_1_image_2.pdf │ ├── saliency_map_class_1_image_3.pdf │ ├── saliency_map_class_1_image_4.pdf │ ├── saliency_map_class_2_image_0.pdf │ ├── saliency_map_class_2_image_1.pdf │ ├── saliency_map_class_2_image_2.pdf │ ├── saliency_map_class_2_image_3.pdf │ └── saliency_map_class_2_image_4.pdf ├── DR_3_byol │ ├── saliency_map_class_0_image_0.pdf │ ├── saliency_map_class_0_image_1.pdf │ ├── saliency_map_class_0_image_2.pdf │ ├── saliency_map_class_0_image_3.pdf │ ├── saliency_map_class_0_image_4.pdf │ ├── saliency_map_class_1_image_0.pdf │ ├── saliency_map_class_1_image_1.pdf │ ├── saliency_map_class_1_image_2.pdf │ ├── saliency_map_class_1_image_3.pdf │ ├── saliency_map_class_1_image_4.pdf │ ├── saliency_map_class_2_image_0.pdf │ ├── saliency_map_class_2_image_1.pdf │ ├── saliency_map_class_2_image_2.pdf │ ├── saliency_map_class_2_image_3.pdf │ └── saliency_map_class_2_image_4.pdf ├── DR_byol │ ├── saliency_map_class_0_image_0.pdf │ ├── saliency_map_class_0_image_1.pdf │ ├── saliency_map_class_0_image_2.pdf │ ├── saliency_map_class_0_image_3.pdf │ ├── saliency_map_class_0_image_4.pdf │ ├── saliency_map_class_1_image_0.pdf │ ├── saliency_map_class_1_image_1.pdf │ ├── saliency_map_class_1_image_2.pdf │ ├── saliency_map_class_1_image_3.pdf │ └── saliency_map_class_1_image_4.pdf ├── diabetes │ ├── saliency_map_class_0_image_0.pdf │ ├── saliency_map_class_0_image_1.pdf │ ├── saliency_map_class_0_image_2.pdf │ ├── saliency_map_class_0_image_3.pdf │ ├── saliency_map_class_0_image_4.pdf │ ├── saliency_map_class_1_image_0.pdf │ ├── saliency_map_class_1_image_1.pdf │ ├── saliency_map_class_1_image_2.pdf │ ├── saliency_map_class_1_image_3.pdf │ └── saliency_map_class_1_image_4.pdf ├── saliency_map_class_0_image_0.pdf ├── saliency_map_class_0_image_1.pdf ├── saliency_map_class_0_image_2.pdf ├── saliency_map_class_0_image_3.pdf ├── saliency_map_class_0_image_4.pdf ├── saliency_map_class_1_image_0.pdf ├── saliency_map_class_1_image_1.pdf ├── saliency_map_class_1_image_2.pdf ├── saliency_map_class_1_image_3.pdf ├── saliency_map_class_1_image_4.pdf ├── sex │ ├── saliency_map_class_0_image_0.pdf │ ├── saliency_map_class_0_image_1.pdf │ ├── saliency_map_class_0_image_2.pdf │ ├── saliency_map_class_0_image_3.pdf │ ├── saliency_map_class_0_image_4.pdf │ ├── saliency_map_class_1_image_0.pdf │ ├── saliency_map_class_1_image_1.pdf │ ├── saliency_map_class_1_image_2.pdf │ ├── saliency_map_class_1_image_3.pdf │ └── saliency_map_class_1_image_4.pdf └── sex_byol │ ├── saliency_map_class_0_image_0.pdf │ ├── saliency_map_class_0_image_1.pdf │ ├── saliency_map_class_0_image_2.pdf │ ├── saliency_map_class_0_image_3.pdf │ ├── saliency_map_class_0_image_4.pdf │ ├── saliency_map_class_1_image_0.pdf │ ├── saliency_map_class_1_image_1.pdf │ ├── saliency_map_class_1_image_2.pdf │ ├── saliency_map_class_1_image_3.pdf │ └── saliency_map_class_1_image_4.pdf ├── src ├── FocalLoss.py ├── RetFound.py ├── __init__.py ├── byol.py ├── data_analysis.py ├── data_loader.py ├── embeddings.py ├── get_dataset.py ├── model.py ├── selfsupervised.py ├── test.py └── train.py └── ssl_byol.ipynb /.gitignore: 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