| 方法 | TOP-1准确率/+微调 | 计算量/计算量剪枝率 | 参数量/参数量剪枝率 |
原始VGG16 |
| 93.56% | 0 | 0 |
传统的手工剪枝 | L1 [3] | 93.40% | 35.11% | 64.59% |
Sliming [4] | 93.66% | 50.94% | 84.92% | |
基于AutoML的自动剪枝 | ABCpruner-80% [15] | 93.08% | 73.91% | 89.04% |
GAL-0.1 [12] | 90.78%/93.42% | 45.85% | 82.49% | |
GreedyPruner-0.5 | 88.90%/92.33% | 77.42% | 90.13% |