Table 4 Rank-1 accuracy and complexity (M: number of parameters and T: GFLOPS) of baseline and pruned ResNet CNNs on ImageNet dataset [77]
| Â | Performance measures | ||
|---|---|---|---|
Networks | rank-1 | T | M |
ResNet50 | 76.01 | 6.32 | 23.48 |
ResNet34 | 73.27 | 6.67 | 21.28 |
ResNet18 | 69.64 | 3.09 | 11.12 |
L1 | 71.85 | 2.96 | 11.90 |
Taylor | 71.65 | 3.21 | 12.09 |
Auto-Balanced | 71.97 | 2.96 | 11.90 |
Entropy | 71.46 | 2.96 | 11.90 |
PSFP | 71.57 | 2.96 | 11.90 |