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Author

Yingxu Qiao

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Oct 2026

Motion-Adaptive soft shift and pyramid-projection binary convolution for low-light raw video denoising

Experiments show that the proposed binary denoising framework MSS-PBC achieves the best restoration performance among the evaluated binary methods, demonstrating that the proposed framework effectively narrows the restoration quality gap between binary and full-precision raw video denoising models.

Zhan-Qiang Huo, Hao Zhang, Ying-Xu Qiao et al. · 0 citations
Open access Aug 2026

Enhancing low-light images through HVI color space with spatial-frequency domain integration

SFH-Net is proposed, an horizontal-vertical-intensity (HVI)-guided luminance-chrominance collaborative enhancement framework that achieves a better trade-off among reconstruction accuracy, structural fidelity, and parameter compactness.

Zhanqiang Huo, Hui-Jie Zhang, Yingxu Qiao et al. · 0 citations

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