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. 2021 Jan 28;21(3):880. doi: 10.3390/s21030880

Table 6.

The detailed pruning results of each layer for AlexNet on CIFAR10.

Layer # Original W # Remained W Pruned W %
Conv1 672 505 24.85
Conv2 38,464 27,586 28.28
Conv3 55,392 35,514 35.89
Conv4 83,040 36,918 55.54
Conv5 55,360 40,389 27.04
Linear1 4,195,328 38,709 99.08
Linear2 1,049,600 6876 99.34
Linear3 10,250 5623 45.15
Total 5,488,106 192,120 96.57