Shiqing Huang, Ruilin Bai, Gaoe Qin. Method of Convolutional Neural Network Model Pruning Based on Gray Correlation Analysis[J]. Laser & Optoelectronics Progress, 2020, 57(4): 041011
- Laser & Optoelectronics Progress
- Vol. 57, Issue 4, 041011 (2020)
Fig. 1. Framework of model pruning
Fig. 2. Schematic of convolutional neutral network
Fig. 3. Schematic of pruning of residual network
Fig. 4. Schematic of pruning quantity of each layer
Fig. 5. Precision change in pruning process
Fig. 6. Comparison of pruning accuracy changes of various methods. (a) Comparison of various methods on VGG-16; (b) comparison of various methods on ResNet-50; (c) comparison of various methods on AlexNet
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Table 1. Overall experimental results
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Table 2. Accuracy and acceleration effect of AlexNet
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Table 3. Accuracy and acceleration effect of ResNet-50
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