模型

TOP-1准确率/+微调

通道数/通道数剪枝率

计算量/计算量剪枝率

参数量/参数量剪枝率

原始LeNet5

99.20%

142

61706

150,110

GreedyPruner-0.5

97.25%/98.40%

25/82.39%

4526/92.67%

54,068/63.98%

原始VGG16

93.56%

4224

317.44 M

15.25 M

GreedyPruner-0.5

88.90%/92.33%

1378/67.38%

71.68 M/77.42%

1.46 M/90.13%

原始ResNet34

94.10%

8512

1187.84 M

21.28 M

GreedyPruner-0.5

93.79%/94.26%

5651/33.61%

491.52 M/68.10%

6.15 M/73.85%

原始ResNet56

94.40%

26,560

1341.44 M

23.52 M

GreedyPruner-0.5

91.83%/93.60%

21,300/19.80%

471.04 M/64.89%

6.15 M/73.85%