Xiaojia Jiang, Shuhui Gao. Automatic Classification of Microscopic Hair Images Based on Improved Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2019, 56(23): 231002
- Laser & Optoelectronics Progress
- Vol. 56, Issue 23, 231002 (2019)
Fig. 1. Basic structure of convolutional neural network
Fig. 2. Examples of sample dataset images
Fig. 3. Structural design of Hair-Net
Fig. 4. Flow chart of automatic classification for microscopic hair images
Fig. 5. Comparison of Hair-Net classification accuracy with and without crop_size
Fig. 6. Comparison of Hair-Net loss with and without crop_size
Fig. 7. Classification accuracy under optimal network performance
Fig. 8. Loss under optimal network performance
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Table 1. Experimental environment configuration and parameters
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Table 2. Configuration parameters of Hair-Net
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Table 3. Effect of batch size on experimental results
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Table 4. Effects of LRN and BN on experimental results
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