Electronics Optics & Control, Volume. 30, Issue 12, 66(2023)
An Improved Ship Target Detection Algorithm Based on YOLOv5
[1] [1] ZHANG T W, ZHANG X L.High-speed ship detection in SAR images based on a grid convolutional neural network[J].Remote Sensing, 2019, 11(10):1206.
[2] [2] WACKERMAN C C, FRIEDMAN K S, PICHEL W G, et al.Automatic detection of ships in RADARSAT-1 SAR imagery[J].Canadian Journal of Remote Sensing, 2001, 27(5):568-577.
[3] [3] VACHON P W, THOMAS S J, CRANTON J, et al.Validation of ship detection by the RADARSAT synthetic aperture radar and the ocean monitoring workstation[J].Canadian Journal of Remote Sensing, 2000, 26(3):200-212.
[6] [6] HE K M, GKIOXARI G, DOLLáR P, et al.Mask R-CNN[C]//Proceedings of the IEEE International Conference on Computer Vision(ICCV).Venice:IEEE, 2017:2980-2988.
[7] [7] GAO X B, XU J H, LUO C, et al.Detection of lower body for AGV based on SSD algorithm with ResNet[J].Sensors, 2022, 22(5):2008.
[8] [8] EGI Y, HAJYZADEH M, EYCEYURT E.Drone-computer communication based tomato generative organ counting model using YOLOv5 and deep-sort[J].Agriculture, 2022, 12(9):1290.
[9] [9] LI S H, ZHANG S J, XUE J X, et al.Lightweight target detection for the field flat jujube based on improved YOLOv5[J].Computers and Electronics in Agriculture, 2022, 202:107391.
[10] [10] HOWARD A, SANDLER M, CHEN B, et al.Searching for Mobilenetv3[C]//IEEE/CVF International Conference on Computer Vision (ICCV).Seoul:IEEE, 2019:1314-1324.
[11] [11] SUHARTO E, SUHARTONO, WIDODO A P, et al.The use of Mobilenetv1 for identifying various types of freshwater fish[C]//Journal of Physics:Conference Series.Central Java: IOP Publishing, 2020, 1524:12105.
[14] [14] CANAYAZ M.C+EffxNet:a novel hybrid approach for COVID-19 diagnosis on CT images based on CBAM and EfficientNet[J].Chaos, Solitons & Fractals, 2021, 151:111310.
[17] [17] ZHANG Y F, REN W Q, ZHANG Z, et al.Focal and efficient IoU loss for accurate bounding box regression[DB/OL].(2022-07-16) [2022-12-01].https://arxiv.org/abs/2101.08158.
[19] [19] ZHANG T W, ZHANG X L, LI J W, et al.SAR ship detection dataset (SSDD):official release and comprehensive data analysis[J].Remote Sensing, 2021, 13(18):3690.
[20] [20] HAN K, WANG Y H, TIAN Q, et al.GhostNet:more features from cheap operations[C]//IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).Seattle:IEEE, 2020:1577-1586.
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ZHANG Shang, CHEN Yifang, WANG Shentao, WANG Hengtao, RAN Xiukang. An Improved Ship Target Detection Algorithm Based on YOLOv5[J]. Electronics Optics & Control, 2023, 30(12): 66
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Received: Dec. 2, 2022
Accepted: --
Published Online: Jan. 4, 2024
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