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Author

Yuhan Ying

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Conference Aug 2026

CER-SAM: a coarse-guided edge refinement network for skin lesion segmentation with SAM and its derivatives

Experimental results on the PH2 dataset demonstrate that CER-SAM consistently improves the segmentation performance of SAM and its derivatives, significantly enhancing boundary quality and overall accuracy, while exhibiting strong generality and robustness.

Yuhan Ying, Yiwen Zhao, Xin-Gang Zhao et al. · 0 citations
Open access Aug 2026

Bridge-Net: Boundary-Ambiguity Guided Residual Injection for MRI-Based Brain Tumor Segmentation

Results indicate that ambiguity-filtered boundary residual fusion introduces only a small increase in parameter count and FLOPs for boundary-ambiguous MRI segmentation, although broader patient-level and volumetric validation remains necessary.

Haoran Gu, Shuo Guo, Yuhan Ying et al. · 0 citations

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