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%