Table 7.
The detailed pruning results of each layer for VGG16 model on CIFAR10.
| Layer | # Original W | # Remained W | Pruned W % |
|---|---|---|---|
| Conv1 | 448 | 324 | 27.59 |
| Conv2 | 2320 | 1268 | 45.33 |
| Conv3 | 4640 | 3099 | 33.20 |
| Conv4 | 9248 | 4057 | 56.13 |
| Conv5 | 18,496 | 15,200 | 17.82 |
| Conv6 | 36,928 | 22,606 | 38.78 |
| Conv7 | 36,928 | 21,315 | 42.28 |
| Conv8 | 73,856 | 22,788 | 69.15 |
| Conv9 | 147,584 | 36,257 | 75.43 |
| Conv10 | 147,584 | 9746 | 93.40 |
| Conv11 | 147,584 | 5066 | 96.57 |
| Conv12 | 147,584 | 7130 | 95.17 |
| Conv13 | 147,584 | 4455 | 96.98 |
| Linear1 | 132,096 | 7139 | 94.60 |
| Linear2 | 1,049,600 | 6724 | 99.36 |
| Linear3 | 10,250 | 1313 | 87.19 |
| Total | 2,112,730 | 168,489 | 92.03 |