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Li-Mei Peng

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Conference Open access Sep 2026

Bridging the Objective Gap: A Unified Pre-Training Framework for Few-Shot Medical Image Segmentation

A Drift-Gap diagnostic is introduced to quantify intrinsic dense-matching misalignment and adaptation-induced feature drift, and a BOG-PRETRAIN is proposed, combining Reliability-Gated Alignment to mitigate noisy report supervision, Semantic-Guided MIM to emphasize boundary-informative regions, and Dual Consistency Reg...

Shou-Peng Chen, Yi-Ming Miao, Li-Mei Peng et al. · 0 citations

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