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Author

Xiaofei Zhou

2 papers indexed here

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Open access Oct 2026

S3DNet: Support-Driven Spatial–Semantic Decoupling for Few-Shot Strip-Steel Surface Defect Segmentation

Few-shot strip-steel surface defect segmentation requires a model to identify unseen defect categories and delineate their precise boundaries from only a few annotated support images. This remains challenging because strip-steel defects are often small, elongated, low-contrast, and easily confused with repetitive backg...

Ju Zhao, Jing-Guang Yang, Feng-Ling Lei et al. · 0 citations
Aug 2026

Depth map super resolution grounded in the multi-dimensional collaborative guidance.

A novel framework that combines the efficiency of State Space Models (SSM) with multi-dimensional guidance, which exploits the linear complexity of SSMs to model long-range dependencies, ensuring structurally consistent depth recovery across large smooth regions without the heavy burden of self-attention is proposed.

Xiaofei Zhou, Xiang Li, Qian-Yu Zhang et al. · 0 citations

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