Infrared Technology, Volume. 46, Issue 11, 1315(2024)
Defect Detection of Photovoltaic Panel Infrared Image Based on YOLOv7-EPAN
[1] [1] MA Q, Murshed M, Khan Z. The nexuses between energy investments, technological innovations, emission taxes, and carbon emissions in China[J]. Energy Policy, 2021, 155: 112345.
[8] [8] ZHAO S, CHEN H, WANG C, et al. SNCF-Net: Scale-aware neighborhood correlation feature network for hotspot defect detection of photovoltaic farms[J]. Measurement, 2023, 206: 112342.
[10] [10] SU B, CHEN H, LIU K, et al. RCAG-Net: Residual channelwise attention gate network for hot spot defect detection of photovoltaic farms[J]. IEEE Transactions on Instrumentation and Measurement, 2021, 70: 1-14.
[11] [11] WANG C Y, Bochkovskiy A, Liao H Y M. YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors[J]. arXiv preprint arXiv: 2207.02696, 2022.
[13] [13] Mahrishi M, Morwal S, Muzaffar A W, et al. Video index point detection and extraction framework using custom YoloV4 Darknet object detection model[J]. IEEE Access, 2021, 9: 143378-143391.
[14] [14] DING X, ZHANG X, MA N, et al. Repvgg: Making vgg-style convnets great again[C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2021: 13733-13742.
[15] [15] Vaswani A, Shazeer N, Parmar N, et al. Attention is all you need[J]. Advances in Neural Information Processing Systems, 2017, 30: 5998-6008.
[16] [16] Dosovitskiy A, Beyer L, Kolesnikov A, et al. An image is worth 16×16 words: transformers for image recognition at scale[J]. arXiv preprint arXiv: 2010.11929, 2020.
[17] [17] DONG X, BAO J, CHEN D, et al. Cswin transformer: a general vision transformer backbone with cross-shaped windows[C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022: 12124-12134.
[18] [18] LIU Z, LIN Y, CAO Y, et al. Swin transformer: Hierarchical vision transformer using shifted windows[C]//Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021: 10012-10022.
[19] [19] WANG J, XU C, YANG W, et al. A normalized Gaussian Wasserstein distance for tiny object detection[J]. arXiv preprint arXiv: 2110.13389, 2021.
[20] [20] Selvaraju R R, Cogswell M, Das A, et al. Grad-cam: visual explanations from deep networks via gradient-based localization[C]//Proceedings of the IEEE International Conference on Computer Vision, 2017: 618-626.
[21] [21] LIU W, Anguelov D, Erhan D, et al. SSD: single shot multibox detector[C]//Computer Vision–ECCV 2016: 14th European Conference, 2016: 21-37.
[22] [22] LIN T Y, Goyal P, Girshick R, et al. Focal loss for dense object detection[C]//Proceedings of the IEEE International Conference on Computer Vision, 2017: 2980-2988.
[23] [23] Redmon J, Farhadi A. Yolov3: an incremental improvement[J]. arXiv preprint arXiv: 1804.02767, 2018.
[24] [24] Bochkovskiy A, WANG C Y, LIAO H Y M. Yolov4: Optimal speed and accuracy of object detection[J]. arXiv preprint arXiv: 2004.10934, 2020.
[25] [25] ZHU X, LYU S, WANG X, et al. TPH-YOLOv5: Improved YOLOv5 based on transformer prediction head for object detection on drone-captured scenarios[C]//Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021: 2778-2788.
[26] [26] GE Z, LIU S, WANG F, et al. Yolox: Exceeding yolo series in 2021[J]. arXiv preprint arXiv: 2107.08430, 2021.
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LI Bing, ZHAO Kuan, BAI Yunshan, GUO Congbin, XU Wei, XU Dawei, ZHAI Yongjie. Defect Detection of Photovoltaic Panel Infrared Image Based on YOLOv7-EPAN[J]. Infrared Technology, 2024, 46(11): 1315
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Received: Jul. 1, 2023
Accepted: Jan. 10, 2025
Published Online: Jan. 10, 2025
The Author Email: Yongjie ZHAI (zhaiyongjie@ncepu.edu.cn)
CSTR:32186.14.