Researching | Underwater Object Detection Algorithm Integrating Explicit Visual Center and Attention Mechanism

Laser & Optoelectronics Progress, Volume. 61, Issue 12, 1237009(2024)

Underwater Object Detection Algorithm Integrating Explicit Visual Center and Attention Mechanism

Yang Tao, Bangqian Zhong^*, Wenbo Zhao, and Kun Zhou

Author Affiliations

School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China

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References(24)

[1] Zeng L C, Sun B, Zhu D Q. Underwater target detection based on Faster R-CNN and adversarial occlusion network[J]. Engineering Applications of Artificial Intelligence, 100, 104190(2021).

[2] Yeh C H, Lin C H, Kang L W et al. Lightweight deep neural network for joint learning of underwater object detection and color conversion[J]. IEEE Transactions on Neural Networks and Learning Systems, 33, 6129-6143(2022).

[3] Collier K J, Probert P K, Jeffries M. Conservation of aquatic invertebrates: concerns, challenges and conundrums[J]. Aquatic Conservation: Marine and Freshwater Ecosystems, 26, 817-837(2016).

[4] Wan Z Y, Chen Y M, Deng S T et al. Slender object detection: diagnoses and improvements[EB/OL]. https://arxiv.org/abs/2011.08529

[5] Girshick R, Donahue J, Darrell T et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C], 580-587(2014).

[6] Girshick R. Fast R-CNN[C], 1440-1448(2016).

[7] Ren S Q, He K M, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39, 1137-1149(2017).

[8] Redmon J, Divvala S, Girshick R et al. You only look once: unified, real-time object detection[C], 779-788(2016).

[9] Liu W, Anguelov D, Erhan D, Leibe B, Matas J, Sebe N et al. SSD: single shot MultiBox detector[M]. Computer vision-ECCV 2016. Lecture notes in computer science, 9905, 21-37(2016).

[10] Lau P Y, Lai S C. Localizing fish in highly turbid underwater images[J]. Proceedings of SPIE, 11766, 117661H(2021).

[11] Wei X Y, Yu L, Tian S W et al. Underwater target detection with an attention mechanism and improved scale[J]. Multimedia Tools and Applications, 80, 33747-33761(2021).

[12] Ye Z B, Duan X H, Zhao C. Research on improved YOLOv3-SPP underwater target detection[J]. Computer Engineering and Applications, 59, 231-240(2023).

[13] Lei F, Tang F F, Li S H. Underwater target detection algorithm based on improved YOLOv5[J]. Journal of Marine Science and Engineering, 10, 310-328(2022).

[14] Du J M, Lu H Z, Hu M F et al. CNN-based infrared dim small target detection algorithm using target-oriented shallow-deep features and effective small anchor[J]. IET Image Processing, 15, 1-15(2021).

[15] Dai J F, Qi H Z, Xiong Y W et al. Deformable convolutional networks[C], 764-773(2017).

[16] Simonyan K, Zisserman A. Very deep convolutional networks for large-scale image recognition[J]. Computer Science, 26, 21-29(2014).

[17] Zhu X Z, Hu H, Lin S et al. Deformable ConvNets V2: more deformable, better results[C], 9300-9308(2020).

[18] Quan Y, Zhang D, Zhang L Y et al. Centralized feature pyramid for object detection[J]. IEEE Transactions on Image Processing, 32, 4341-4354(2023).

[19] Wen G, Li S B, Liu F C et al. YOLOv5s-CA: a modified YOLOv5s network with coordinate attention for underwater target detection[J]. Sensors, 23, 3367-3380(2023).

[20] Srinivas A, Lin T Y, Parmar N et al. Bottleneck transformers for visual recognition[C], 16514-16524(2021).

[21] Zhang D, Zhang H W, Tang J H, Vedaldi A, Bischof H, Brox T et al. Feature pyramid transformer[M]. Computer vision-ECCV 2020. Lecture notes in computer science, 12373, 323-339(2020).

[22] Liu S, Qi L, Qin H F et al. Path aggregation network for instance segmentation[C], 8759-8768(2018).

[23] Tan M X, Pang R M, Le Q V. EfficientDet: scalable and efficient object detection[C], 10778-10787(2020).

[24] Hou Q B, Zhou D Q, Feng J S. Coordinate attention for efficient mobile network design[C], 13708-13717(2021).

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Yang Tao, Bangqian Zhong, Wenbo Zhao, Kun Zhou. Underwater Object Detection Algorithm Integrating Explicit Visual Center and Attention Mechanism[J]. Laser & Optoelectronics Progress, 2024, 61(12): 1237009

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Paper Information

Category: Digital Image Processing

Received: Aug. 18, 2023

Accepted: Sep. 22, 2023

Published Online: Jun. 5, 2024

The Author Email: Bangqian Zhong (1831165192@qq.com)

DOI:10.3788/LOP231947

CSTR:32186.14.LOP231947

Topics

laser devices and laser physics

Lasers and Laser Optics

laser manufacturing

Instrumentation, Measurement and Metrology