Author

Zhen Cheng

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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