/The-Classification-of-Stages-of-Epiretinal-Membrane-using-CNN-on-OCT-image

Primary LanguagePython

The Classification of Stages of Epiretinal Membrane using Convolutional Neural Network on Optical Coherence Tomography Image

Install dependencies

  • pytorch
  • numpy
  • opencv
  • matlibplot
  • PIL
  • tqdm

Training data

alt text

Run

train

python train.py

test

python predict.py

Result

model train validation test params
Resnet34 0.991 0.888 0.822 21M
Mobilenet 0.987 0.813 0.786 1.5M
Efficientnet 0.978 0.883 0.815 20M
Swin Transformer 0.988 0.947 0.811 28M
MIXER 0.991 0.931 0.818 7.4M

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Reference

https://github.com/ramprs/grad-cam //grad-cam

https://scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_curve.html //ROC-Curve