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Acknowledgement

We would like to thank Lightning-Hydra-Template for providing a modifiable framework for running multiple experiments while tracking the hyperparameters.

pip install -r requirements.txt

Data available at: https://zenodo.org/records/5793241

Run data_preprocessing/separate_out_data.py, data_preprocessing/separate_train_test_val.py, data_preprocessing/crop_transform_pad_img.py python scripts to preprocess the data

Run : python src/train.py experiment=glaucoma_eyepacs_airogs

Used focal loss, only trained on 7k non-glaucomic train images, remaining glaucoma train images

Training : alt text

alt text

Validation : alt text alt text

Training upto 29 epoch, using early stopping patience : 10 alt text

Test Results : alt text

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