RSNA Screening Mammography Breast Cancer Detection

Find breast cancers in screening mammograms

Kaggle Codes/Notebooks

• ROI:
  • train: RSNA-BCD: EfficientNet [TF][TPU-1VM][Train]
  • infer: RSNA-BCD: EfficientNet [TF][TPU-1VM][Infer]
• NoROI + KerasCV:
  • train: RSNA-BCD: NoROI KerasCV [TF][Train]
  • infer: RSNA-BCD: NoROI KerasCV [TF][Infer]
• GradCAM to BBox:
  • train: RSNA-BCD: GradCAM to BBox
• pF1 Score Metric Implement:
  • code: Metric: Probabilistic FScore [TF, Torch, Numpy]
• ROI Methods Comparison:
  • code: RSNA-BCD: ROI Methods Comparison

Processed Dataset:

• ROI: RSNA-BCD: ROI 1024x PNG Dataset
• NoROI: RSNA-BCD: 512 PNG v2 PNG Dataset

Sample Result

Note: Codes/Notebooks are also available in the notebooks folder.