| Architecture | Wall Time Overhead | Memory Reduction |
| VGG16 | 19.5% | 32.5% |
| VGG19 | 21.0% | 36.9% |
| Resnet18 | 17.6% | 54.4% |
| Resnet50 | 15.3% | 56.8% |
| MobileNet | 63.2% | 67.8% |