Yanhua Shao, Yupei Feng, Xiaoqiang Zhang, Hongyu Chu. Using deep learning for surface defects identification of optical components[J]. High Power Laser and Particle Beams, 2022, 34(11): 112002
- High Power Laser and Particle Beams
- Vol. 34, Issue 11, 112002 (2022)
Fig. 1. LeNet-5 network structure
Fig. 1. [in Chinese]
Fig. 2. Three-channel input
Fig. 2. [in Chinese]
Fig. 3. ICFNet basic structure
Fig. 3. [in Chinese]
Fig. 4. Some sample images from ICF-90 dataset
Fig. 5. Training results with different number of convolution layers
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Table 1. Comparison of classification accuracy of different methods
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