Quan Wang, Benshun Yi. Insulator Defect Recognition in Aerial Images Based on Gaussian YOLOv3[J]. Laser & Optoelectronics Progress, 2021, 58(12): 1210022
- Laser & Optoelectronics Progress
- Vol. 58, Issue 12, 1210022 (2021)
Fig. 1. Image of the insulator. (a) Normal image; (b) image with defects
Fig. 2. Structure of the YOLOv3
Fig. 3. Test results of the YOLOv3. (a) Target is not completely wrapped; (b) duplicate frame
Fig. 4. Output of the YOLOv3
Fig. 5. Output of the Gaussian YOLOv3
Fig. 6. Training losses in different situations. (a) Step 1); (b) step 2); (c) step 3)
Fig. 7. Detection results of the Gaussian YOLOv3. (a) Normal insulator; (b) insulator with defects
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Table 1. Division of the data set
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Table 2. Test results of different algorithms
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