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Zhanqiang Huo

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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
#small language model Open access Aug 2026

CARE: conflict-aware regulation and evolution for continual test-time open-vocabulary semantic segmentation

A continual test-time adaptation framework that updates only a small subset of model parameters that consistently outperforms existing TTA and OVSS adaptation baselines across multiple datasets and corruptions, while maintaining stable performance over extended and cross-corruption continual streams without introducing...

Fen Luo, Sen Li, Zhanqiang Huo · 0 citations

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