Baoping LI, Hengyi QI, Manli WANG, Po WEI. Equipment fault dataset amplification method combine 3D model with improved CycleGAN[J]. Optics and Precision Engineering, 2023, 31(16): 2406
- Optics and Precision Engineering
- Vol. 31, Issue 16, 2406 (2023)
Fig. 1. Framework of CycleGAN
Fig. 2. Framework of improved generator
Fig. 3. Feature map of improved generator
Fig. 4. Several generator simplification architectures
Fig. 5. Contour feature images
Fig. 6. Framework of discriminator
Fig. 7. Loss function
Fig. 8. Framework of 3D modeling
Fig. 9. Camera perspective
Fig. 10. Fake Y for multiple network outputs
Fig. 11. MS_SSIM metrics for three generators
Fig. 12. Loss curve for three generators
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Table 1. Result of three evaluation indicators
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Table 2. Results of Yolov5 detection
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Table 3. Generator parameters and training memory occupancy
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