rahul2240 / breast-cancer-detection

Detect invasive ductal carcinoma in images

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Breast Cancer Detection

Predict IDC(+) or IDC(-)

Applied different transfer learning models on the breast cancer images dataset and achieved an accuracy of 86.97% with DenseNet121.

Results

RESULT.png

Comparison with different transfer learning models

chart.png

Confusion matrix

matrix.png

SETUP

  1. Download cancer.ipynb
  2. Download the dataset from https://www.kaggle.com/paultimothymooney/breast-histopathology-images .
  3. Install the neccessary libraries
  4. Change input path accordingly for the dataset.

GPU Recommended

SUBMISSION

Research paper accepted in ETCCS-2020 and yet to be published in LNEE SPRINGER.

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Detect invasive ductal carcinoma in images


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