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Characterization of collagen image biomarkers in tissue microenvironment…

- - - - Distinguishing pancreatitis and pancreatic cancer using deep weakly supervised learning
        
        Learn with weak labels
        
        Deep multi-instance learning, weak pathological labels
        
        Distributed representations
        
        Separate features learned for cells and ECMs
        
        Representation learning and transfer learning
        
        Extend local classifiers to bigger scales for whole slide images
    - - Characterizing Syndecan-1 regulated collagen image biomarkers of breast cancer in histopathological images
        
        Explanation models
        
        Use labels from genetic analysis
  - - - Alignment analysis of collagen fibers in volumetric images
    - - Image-to image translation networks
      - Generative adversarial networks
    - - Curriculum learning
      - Self-supervised color normalization