Infrared Technology, Volume. 45, Issue 2, 202(2023)
Photovoltaic Module Fault Detection Based on Improved YOLOv5s Algorithm
[3] [3] YU Ruei Tzeng, Chia che Ho, Ming Hwa Sheu, et al. Application of thermal camera in PV plants shelter detection[C]//2017 IEEE Interna-tional Conference on Consumer Electronics, 2017: 411-412.
[6] [6] LIU W, Anguelov D, Erhan D, et al. SSD: single shot multibox de-tector[C]//European Conference on Computer Vision, 2016: 21-37.
[7] [7] Redmon J, Divvala S, Girshick R, et al. You only look once: Unified, real-time object detection[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2016: 779-788.
[8] [8] Girshick R, Donahue J, Darrell T, et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2014: 580-587.
[9] [9] REN S, HE K, Girshick R, et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis & Machine Intelligence, 2017, 39(6): 1137-1149.
[10] [10] CAI Z, Vasconcelos N. Cascade R-CNN: delving into high quality object detection[C]//Proceedings of the IEEE Conference on Com-puter Vision and Pattern Recognition, 2018: 6154-6162.
[11] [11] WEI S, LI X, DING S, et al. Hotspots infrared detection of photo-voltaic modules based on Hough line transformation and fast-er-RCNN approach[C]//2019 6th International Conference on Con-trol, Decision and Information Technologies, 2019: 1266-1271.
[12] [12] Bartler A, Mauch L, Yang B, et al. Automated detection of solar cell defects with deep learning[C]//2018 26th European Signal Pro-cessing Conference, 2018: 2035-2039.
[14] [14] ZHANG Y F, REN W, ZHANG Z, et al. Focal and efficient IOU loss for accurate bounding box regression[EB/OL]. [2021-01-20]. https://doi.org/ 10.48550/arXiv.2101.08158.
[15] [15] Cipolla R, Gal Y, Kendall A. Multi-task learning using uncertainty to weigh losses for scene geometry and semantics[C]//IEEE/CVF Con-ference on Computer Vision and Pattern Recognition, 2018: 7482-7491.
[16] [16] Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke, et al. Incep-tion-v4, Inception-ResNet and the impact of residual connections on learning[EB/OL]. [2016-08-23]. https://doi.org/10.48550/arXiv. 1602.07261.
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SUN Jianbo, WANG Lijie, MA Jihui, GAO Wei. Photovoltaic Module Fault Detection Based on Improved YOLOv5s Algorithm[J]. Infrared Technology, 2023, 45(2): 202
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Received: May. 23, 2022
Accepted: --
Published Online: Mar. 20, 2023
The Author Email: Lijie WANG (wlj@hrbust.edu.cn)
CSTR:32186.14.