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Image Credit: Arxiv

Explainable Classifier for Malignant Lymphoma Subtyping via Cell Graph and Image Fusion

  • A novel explainable Multi-Instance Learning (MIL) framework is proposed for malignant lymphoma subtype classification.
  • The framework integrates cell distribution characteristics and image information to identify subtype-specific Regions of Interest (ROIs).
  • The proposed method achieves high-accuracy subtyping by fusing cell graph and image features using a Mixture-of-Experts (MoE) approach.
  • Experiments demonstrate that the approach achieves state-of-the-art accuracy and provides region-level and cell-level explanations.

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