Author

Guan-Ying Huo

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Open access Oct 2026

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

Underwater object detection in sonar images is challenging because of low image resolution, acoustic noise, seabed clutter, weak target boundaries, substantial target-scale variation, and limited labeled data. To address these challenges, we develop an improved You Only Look Once version 11 (YOLOv11)-based framework fo...

Md Nur Islam, Zhen Cheng, Guan-Ying Huo · Remote Sensing · 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