Week 5 - Medical Imaging I

Required Reading

• Dermatologist-level classification of skin cancer with deep neural networks
• A survey on deep learning in medical image analysis
• The medical segmentation decathlon
• U-Net: convolutional networks for biomedical image segmentation

Optional Reading

• Toward robust mammography-based models for breast cancer risk
• Expert-level detection of pathologies from unannotated chest X-ray images via self-supervised learning
• International evaluation of an AI system for breast cancer screening
• The new era of quantitative cell imaging—challenges and opportunities
• Data-analysis strategies for image-based cell profiling
• Chapter 10 on “Imaging biomarkers and imaging biobanks” in “Artificial intelligence in medical imaging”
• Chapter 13 on “Cardiovascular diseases” in “Artificial intelligence in medical imaging”