Image Classification on MNIST (test) (Efficiency Metrics)
8.64Training Time (min)Dropping
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DroppingNetwork=ResNet-18, Training Strategy=Dropping2026.04 | 8.64 | 97.78 | 63.5 | |
| DroppingNetwork=VGG-11, Training Strategy=Dropping2026.04 | 8.74 | 98.25 | 58.04 | |
| DroppingNetwork=VGG-16, Training Strategy=Dropping2026.04 | 9.01 | 98.26 | 60.03 | |
| DroppingNetwork=VGG-19, Training Strategy=Dropping2026.04 | 9.45 | 96.22 | 58.95 | |
| DroppingNetwork=ResNet-50, Training Strategy=Dropping2026.04 | 11.23 | 96.85 | 68.3 | |
| DroppingNetwork=ResNet-101, Training Strategy=Dropping2026.04 | 18.56 | 95.45 | 65.06 | |
| FreezingNetwork=VGG-11, Training Strategy=Freezing2026.04 | 19.58 | 98.25 | 6 | |
| SGDNetwork=VGG-11, Training Strategy=SGD2026.04 | 20.83 | 98.64 | — | |
| FreezingNetwork=VGG-16, Training Strategy=Freezing2026.04 | 21.45 | 98.26 | 424 | |
| SGDNetwork=VGG-16, Training Strategy=SGD2026.04 | 22.54 | 98.85 | — | |
| FreezingNetwork=VGG-19, Training Strategy=Freezing2026.04 | 22.68 | 96.22 | 1.48 | |
| SGDNetwork=VGG-19, Training Strategy=SGD2026.04 | 23.02 | 98.52 | — | |
| FreezingNetwork=ResNet-18, Training Strategy=Freezing2026.04 | 23.1 | 97.78 | 2.41 | |
| DroppingNetwork=ResNet-152, Training Strategy=Dropping2026.04 | 23.34 | 95.12 | 67.01 | |
| SGDNetwork=ResNet-18, Training Strategy=SGD2026.04 | 23.67 | 98.2 | — | |
| FreezingNetwork=ResNet-50, Training Strategy=Freezing2026.04 | 35.02 | 96.85 | 1.16 | |
| SGDNetwork=ResNet-50, Training Strategy=SGD2026.04 | 35.43 | 98.75 | — | |
| FreezingNetwork=ResNet-101, Training Strategy=Freezing2026.04 | 51.64 | 95.45 | 2.79 | |
| SGDNetwork=ResNet-101, Training Strategy=SGD2026.04 | 53.12 | 97.81 | — | |
| FreezingNetwork=ResNet-152, Training Strategy=Freezing2026.04 | 65.3 | 95.12 | 7.72 | |
| SGDNetwork=ResNet-152, Training Strategy=SGD2026.04 | 70.76 | 97.43 | — |