Image Classification on CIFAR-10 (Pruning Efficiency)
94Top-1 Accuracy (Baseline)HASTE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HASTEModel=VGG16-BN, L=18, Training-Free=true2026.06 | 94 | 92.03 | 1.97 | 37.15 | |
| HASTEModel=VGG16-BN, L=22, Training-Free=true2026.06 | 94 | 93 | 1 | 33.25 | |
| HASTEModel=VGG19-BN, L=18, Training-Free=true2026.06 | 93.95 | 92.32 | 1.63 | 38.83 | |
| HASTEModel=VGG19-BN, L=22, Training-Free=true2026.06 | 93.95 | 93.22 | 0.73 | 34.11 | |
| FTWTModel=VGG16-BN, Training-Free=false2026.06 | 93.82 | 93.73 | 0.09 | 44 | |
| HASTEModel=ResNet18, L=14, Training-Free=true2026.06 | 93.07 | 91.18 | 1.89 | 41.75 | |
| HASTEModel=ResNet18, L=20, Training-Free=true2026.06 | 93.07 | 92.52 | 0.55 | 35.73 | |
| DMCPModel=ResNet18, Training-Free=false2026.06 | 92.87 | 92.61 | 0.26 | 35.27 | |
| SSLModel=ResNet18, Training-Free=false2026.06 | 92.79 | 92.45 | 0.34 | 14.69 | |
| DMCPModel=VGG16-BN, Training-Free=false2026.06 | 92.21 | 92.04 | 0.17 | 25.05 | |
| DMCPModel=VGG19-BN, Training-Free=false2026.06 | 92.19 | 91.94 | 0.25 | 34.14 | |
| PFECModel=VGG19-BN, Training-Free=false2026.06 | 92.11 | 91.78 | 0.33 | 16.55 | |
| SSLModel=VGG16-BN, Training-Free=false2026.06 | 92.09 | 91.8 | 0.29 | 17.76 | |
| SSLModel=VGG19-BN, Training-Free=false2026.06 | 92.02 | 91.6 | 0.42 | 30.68 | |
| PFECModel=VGG16-BN, Training-Free=false2026.06 | 91.85 | 91.29 | 0.56 | 13.89 | |
| PFECModel=ResNet18, Training-Free=false2026.06 | 91.38 | 89.63 | 1.75 | 11.71 |