AIBullisharXiv – CS AI · 8h ago7/10
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CRISP -- Clustering-Based Redundancy-Reduced Instance Sampling for Pathology Case Representation and Retrieval
CRISP is an unsupervised machine learning framework that automates the analysis of multiple whole-slide images (WSIs) in digital pathology by selectively sampling informative patches across all slides in a case rather than relying on a single pathologist-selected slide. The approach matches or exceeds current clinical practice for breast cancer diagnosis and retrieval while eliminating subjective slide selection and reducing computational burden.