ccw2145/cancer_detection

detect cancerous cells on pathology images with deep neural network

Detect cancerous cells on pathology images with deep neural network

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See the video where I explained my methodology: https://www.youtube.com/watch?v=H3RgC2ngo6g&feature=youtu.be

Tumor images obtained from https://camelyon16.grand-challenge.org/Data/

• Orginal Pathology image sample (a 'slide')
  

• Cancerous region determined by pathologists marked in red
  

• Sliding window approach to extract input patches for each slide
  

• Patches with cancerous overlay (red regions are cancerous)
  

• Model trained with transfer learning on 7 slides (model will improve greatly with more training data)
  

• Predicted likelihood map (the reder reigion are more likely to be cancerous)