Jinghui Chu, Meng Li, Lü Wei. Adaptive Dynamic Filter Pruning Approach Based on Deep Learning[J]. Laser & Optoelectronics Progress, 2022, 59(24): 2415003
- Laser & Optoelectronics Progress
- Vol. 59, Issue 24, 2415003 (2022)
Fig. 1. Structure of filter pruning approach
Fig. 2. Combination of AWGM and basic blocks in various networks
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Table 1. CIFAR-10 dataset
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Table 2. AUC driving behavior dataset
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Table 3. Performance comparison between proposed method and other methods on VGG16
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Table 4. Performance comparison between proposed method and other methods on ResNet-56
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Table 5. Performance comparison between proposed method and other methods on GoogLeNet
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Table 6. Performance comparison between proposed method and other methods on DenseNet-40
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Table 7. Experimental results on VGG16, VGG-19, and ResNet-56
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