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Cited article:

MAS-YOLOv11: An Improved Underwater Object Detection Algorithm Based on YOLOv11

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Sensors 25 (11) 3433 (2025)
https://doi.org/10.3390/s25113433

YOLO-DBS: Efficient Target Detection in Complex Underwater Scene Images Based on Improved YOLOv8

Xinhua Wang, Xiangyang Song, Zhuang Li and Heqi Wang
Journal of Ocean University of China 24 (4) 979 (2025)
https://doi.org/10.1007/s11802-025-6029-2

MCR-YOLO model for underwater target detection based on multi-color spatial features

Peiyu Liu, Weiwei Xing and Yixuan Ma
Optoelectronics Letters 20 (5) 313 (2024)
https://doi.org/10.1007/s11801-024-3248-5

YOLO-based marine organism detection using two-terminal attention mechanism and difficult-sample resampling

Zhiyu Zhou, Yanjun Hu, Xingfan Yang and Junyi Yang
Applied Soft Computing 153 111291 (2024)
https://doi.org/10.1016/j.asoc.2024.111291

Deep-Sea Biological Detection Method Based on Lightweight YOLOv5n

Zhongjun Ding, Chen Liu, Dewei Li and Guangrui Yi
Sensors 23 (20) 8600 (2023)
https://doi.org/10.3390/s23208600

Underwater object detection algorithm based on feature enhancement and progressive dynamic aggregation strategy

Xia Hua, Xiaopeng Cui, Xinghua Xu, Shaohua Qiu, Yingjie Liang, Xianqiang Bao and Zhong Li
Pattern Recognition 139 109511 (2023)
https://doi.org/10.1016/j.patcog.2023.109511