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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Kai Liu

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Sep 2026

EPPNet: Edge Prototype Purification with Auxiliary Supervision for Few-Shot Medical Image Segmentation.

An Auxiliary Supervision-guided Edge Prototype Purification Network (EPPNet) is proposed, which introduces a novel Prototype Purification Module (PPM) and selectively integrates high-confidence edge prototypes via a learnable adaptive threshold, aiming to substantially alleviate boundary feature contamination.

Wen-Jie Meng, Kai Liu, Minghui Wang · 0 citations

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