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Author

Lin Ma

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Open access Aug 2026

RTCMUNet: retinex-inspired feature modulation for breast ultrasound lesion segmentation

The results support further evaluation of ML-Retinex as a compact feature-modulation strategy in the tested CMU-Net/BUSI setting and support further evaluation of ML-Retinex as a compact feature-modulation strategy in the tested CMU-Net/BUSI setting.

Lin Ma, Wen-Jie Cai · 0 citations
Open access Aug 2026

Appearance-aware robustness probes for strict external breast ultrasound segmentation under multi-source joint training

A targeted source-inclusion sensitivity analysis indicates model- and cohort-dependent sensitivity to training-pool composition, rather than a universal benefit from adding data or a universally preferred configuration, in breast ultrasound segmentation.

Lin Ma · 0 citations

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