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Book Open access Oct 2026

Bridging the Spatial Blind Spot in Pathology Foundation Models for Tumor Localization

Pathology foundation models (FMs) produce versatile patch-level features but discard inter-patch spatial context, leaving them ill-suited for dense prediction tasks such as tumor localization. Multiple instance learning (MIL) methods offer attention heatmaps as a localization byproduct, yet these maps are optimized for...

Guo-Shuai Xu, Kai Zhang · 0 citations

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