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% |