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

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Jianhang Ji

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Conference Open access Sep 2026

ReDi-FM: Frozen Foundation Model for Continual Test-Time Adaptation in Medical Image Segmentation

Reciprocal Distillation with a Frozen Foundation Model (ReDi-FM), a novel framework with two core components: using structure-aware prompts from the source model to guide the frozen VFM to generate target-adapted supervision, and distilling the resulting knowledge back into the adapting model.

Jian-Hang Ji, Zhi-Ming Cheng, Jian-Xiang Zhao et al. · 0 citations

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