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Author

Jia-Qi Ma

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Open access Aug 2026

An underwater object detection method integrating multi-dimensional attention and task-decoupling mechanism

Underwater object detection is of significant practical importance for marine resource exploration, underwater robotic navigation, and marine ecological monitoring. However, underwater images are often severely degraded by light attenuation and scattering, suspended particulates, and complex background interference. Th...

Feng Zou, Botong Zhou, Jia-Qi Ma et al. · 0 citations
Jul 2026

Thresholded Cross-Attention for Reliable Intensity-Chromaticity Fusion in Low-Light Image Enhancement

TCA-Net is proposed, a network built around Thresholded Cross-Attention that targets reliable intensity-chromaticity fusion in the HVI space rather than introducing yet another color representation and delivers competitive restoration accuracy, improved color fidelity, and a compact parameter size.

Yanyi Wu, Xu Zhang, Junkai Chen et al. · 0 citations

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