Injecting an analytic Monte-Carlo-inspired hemoglobin prior at training time raises macro-AUC from 0.760 to 0.783 and Lymphangiectasia AUC from 0.238 to 0.337 on Kvasir-Capsule with partial cross-vendor retention.
AI-Assisted Capsule Endoscopy Reading in Suspected Small Bowel Bleeding: A Multicentre Prospective Study
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Training-Time Optical Priors for Wireless Capsule Endoscopy Classification: Hemoglobin-Aware Input Fusion with Cross-Vendor Evaluation
Injecting an analytic Monte-Carlo-inspired hemoglobin prior at training time raises macro-AUC from 0.760 to 0.783 and Lymphangiectasia AUC from 0.238 to 0.337 on Kvasir-Capsule with partial cross-vendor retention.