Yuehua Yu, Haibo Zhang, Xin Li, Jiaojiao Kou, Kang Li, Guohua Geng, Mingquan Zhou. Data Enhanced Depth Classification Model for Terracotta Warriors Fragments[J]. Laser & Optoelectronics Progress, 2022, 59(18): 1810010
- Laser & Optoelectronics Progress
- Vol. 59, Issue 18, 1810010 (2022)
Fig. 1. Schematic diagram of Terracotta Warriors fragment data enhancement model structure
Fig. 2. Comparison between new samples and original samples in some parts
Fig. 3. Structure diagram of CBAM module
Fig. 4. Channel attention module
Fig. 5. Spatial attention module
Fig. 6. Residual block structure diagram of integrated CBAM
Fig. 7. Classification flow chart of Terracotta Warriors and horses fragments
Fig. 8. Fragment sample images
Fig. 9. Contrast of convergence
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Table 1. Network structure and parameters
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Table 2. Comparison of effects of traditional classification methods and proposed classification method
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Table 3. Comparison of effects of classification methods before and after optimization of ResNet18
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Table 4. Comparison of classification results of ResNet18 in CIFAR-10 before and after optimization
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