Interpretable classification of endomicroscopic brain data via saliency consistent contrastive learning

Chi Xu1, Alfie Roddan1, Irini Kakaletri2

  • 1The Hamlyn Centre for Robotic Surgery, Imperial College London, London, SW7 2AZ, United Kingdom.

Medical image analysis
|December 28, 2025
PubMed
まとめ

This study introduces a new AI framework for interpretable brain tissue classification using probe-based Confocal Laser Endomicroscopy (pCLE). The method enhances accuracy and trust in surgical guidance by providing clear explanations for AI decisions.