Reproduce “PathPilot: An Adaptive Question-Conditioned Multi-Magnification Navigation Agent for Whole-Slide Image Analysis” on OpenResearch
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About this paper
Zhengyang Xu, Han Li, Jingsong Liu, Ayako Ura, Shihui Zu, Shaohua Kevin Zhou, Nassir Navab, Peter Schüffler
PathPilot answers questions about whole-slide images by combining question-agnostic localization of diagnostically promising regions with a question-aware agent that tracks accumulated and missing evidence. The agent adaptively moves, zooms in or out, or stops. Across five open-ended QA cohorts, it reports average GACC improvements of 8.46% for internal cohorts and 9.03% for external cohorts.
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