Author

Zikai Wang

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Open access Jul 2026

Seed-net: structure-enhanced encoder-decoder network via dual-attention bridge for 2D medical image segmentation

Results indicate that SEED-Net can effectively preserve fine structural details, reduce background interference, and produce accurate lesion boundaries, showing its potential for reliable MIS.

Zi-Kai Wang, Bi-Yuan Li, Jin-Ying Ma et al. · Physica Scripta · 0 citations

Jul 2026

S1-Omni: A Unified Multimodal Reasoning Model for Scientific Understanding, Prediction, and Generation

S1-Omni is trained on S1-Omni-Corpus, which covers 200 scientific tasks and contains millions of reasoning samples, and is evaluated on over 60 scientific benchmarks, providing a practical path toward unified scientific modeling.

Jiahao Zhao, Junyi Liu, Lifeng Xu et al. · arXiv.org · 0 citations