Author

Junni Huang

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Open access Jul 2026

MDCL-UNet: A Multi-Domain Collaborative Learning Method for Medical Image Segmentation

MDCL-UNet is proposed, a supervised multi-domain collaborative learning framework based on domain feature disentanglement that achieves consistently higher Dice scores and lower HD95 distances than single-dataset baselines and existing cross-dataset collaborative learning methods.

Xu Han, Chaobin Wang, Junni Huang et al. · Cognitive Computation · 0 citations