Medical Imaging with Deep Learning Overview

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An overview lecture about Medical Imaging with Deep Learning given in cs2541 ML4Healthcare at UToronto/Vector institute .

Abstract: An overview lecture about medical imaging with deep learning. This will cover the background of popular image problems (chest X-ray and histology). This covers methods to tackle multi-modality/view challenges, segmentation, and counting. Also, a discussion about incorrect feature attribution.

Topics:

  • Popular image problems: Chest X-ray, Histology
  • Multi-modality/view
  • Segmentation
  • Counting
  • Incorrect feature attribution