Author

Linhao Zhang

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Open access Jul 2026

PM-DUnet: Fusing long-range dependencies and attention in a dual-U architecture for thyroid nodule segmentation

A Parallel Mamba Dual-U Network that adopts a cascaded dual U-Net encoder-decoder for two-stage “coarse-to-fine” segmentation refinement and outperforms state-of-the-art methods on most core metrics, verifying its effectiveness and robustness for complex medical image segmentation.

Shao-Qiang Wang, Linhao Zhang, Guiling Shi et al. · PLoS ONE · 0 citations