Qiang ZHANG, Zhiwen HUANG, Jianmin ZHU. Design of roughness detection system based on transfer learning and model fusion[J]. Optical Instruments, 2023, 45(4): 17
- Optical Instruments
- Vol. 45, Issue 4, 17 (2023)
Fig. 1. Roughness detection system
Fig. 2. System inspection page
Fig. 3. Sample roughness image dataset
Fig. 4. Algorithm framework
Fig. 5. Training visualization curve
Fig. 6. FusionNet training curve
Fig. 7. Confusion matrix of identification result
Fig. 8. Comparison of system identification accuracy
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Table 1. Network fine-tuning parameters
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Table 2. Ablation experiment results
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Table 3. Model comparison results
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