Image Classification on CIFAR-10 (test) (Training Time and Accuracy)
8.21Training Time (min)Dropping
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DroppingNetwork=VGG-11, Training Strategy=Dropping2026.04 | 8.21 | 91.72 | 65.54 | |
| DroppingNetwork=VGG-16, Training Strategy=Dropping2026.04 | 9.56 | 92.84 | 63.98 | |
| DroppingNetwork=VGG-19, Training Strategy=Dropping2026.04 | 11.53 | 91.71 | 57.33 | |
| FreezingNetwork=VGG-11, Training Strategy=Freezing2026.04 | 23.54 | 91.72 | 1.21 | |
| SGDNetwork=VGG-11, Training Strategy=SGD2026.04 | 23.83 | 92.02 | — | |
| FreezingNetwork=VGG-16, Training Strategy=Freezing2026.04 | 24.94 | 92.84 | 6.03 | |
| FreezingNetwork=VGG-19, Training Strategy=Freezing2026.04 | 25.78 | 91.71 | 4.59 | |
| SGDNetwork=VGG-16, Training Strategy=SGD2026.04 | 26.54 | 93.12 | — | |
| SGDNetwork=VGG-19, Training Strategy=SGD2026.04 | 27.02 | 93.1 | — |