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Guan-Ying Huo

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Open access Oct 2026

Object Detection in Small-Sample Underwater Sonar Images Using Improved YOLOv11

The experimental results confirm the improved You Only Look Once version 11 (YOLOv11) framework’s robustness in challenging underwater scenarios and its strong potential for high-precision applications in oceanic exploration, maritime rescue, and surveillance.

Md Nur Islam, Zhen Cheng, Guan-Ying Huo · 0 citations
Preprint Aug 2026

CoRe-UIE: Rethinking Coexisting and Region-wise Degradation for Underwater Image Enhancement

Underwater images often suffer from diverse and coexisting degradations, including color distortion, scattering haze, texture attenuation, and uneven illumination. These degradations vary across regions and may coexist locally, making conventional uniform restoration difficult to adapt to different degradation patterns...

Weifeng Kong, Chenghao Xu, Lin Chen et al. · 1 citation

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