Image Classification on ImageNet sub-tasks S4-S6 (25 classes)
96.4Accuracy (S4/25)DeiT-Base (FT)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeiT-Base (FT)Fine-tuning=true, Backbone=DeiT-Base2025.04 | 96.4 | 96.96 | 96.96 | 96.77 | |
| NuWa (FT)Pruning Rate=0.40, Fine-tuning=true2025.04 | 96.16 | 97.04 | 96.72 | 96.64 | |
| X-PrunerPruning Rate=0.40, Fine-tuning=false2025.04 | 95.44 | 97.12 | 95.76 | 96.11 | |
| NuWa (FT)Pruning Rate=0.60, Fine-tuning=true2025.04 | 95.36 | 96.88 | 95.6 | 95.95 | |
| RECAPPruning Rate=0.40, Fine-tuning=false2025.04 | 95.04 | 96.72 | 95.36 | 95.71 | |
| Anchor ModelFine-tuning=false, Backbone=DeiT-Base2025.04 | 94.8 | 97.92 | 96.72 | 96.48 | |
| RandomPruning Rate=0.40, Fine-tuning=false2025.04 | 94.48 | 95.12 | 95.44 | 95.01 | |
| NuWaPruning Rate=0.40, Fine-tuning=false2025.04 | 94.4 | 97.04 | 96.72 | 96.05 | |
| MDPPruning Rate=0.40, Fine-tuning=false2025.04 | 93.36 | 96.16 | 94.32 | 94.61 | |
| X-PrunerPruning Rate=0.60, Fine-tuning=false2025.04 | 91.58 | 93.04 | 93.11 | 92.58 | |
| MDPPruning Rate=0.60, Fine-tuning=false2025.04 | 90.88 | 94.8 | 91.52 | 92.4 | |
| RandomPruning Rate=0.60, Fine-tuning=false2025.04 | 90.48 | 93.36 | 91.52 | 91.79 | |
| NuWaPruning Rate=0.60, Fine-tuning=false2025.04 | 89.84 | 92 | 92.48 | 91.44 | |
| DC-ViTPruning Rate=0.40, Fine-tuning=false2025.04 | 89.44 | 91.76 | 90.24 | 90.48 | |
| RECAPPruning Rate=0.60, Fine-tuning=false2025.04 | 88.88 | 92.08 | 90.24 | 90.4 | |
| DeiT-BaseFine-tuning=false, Backbone=DeiT-Base2025.04 | 79.92 | 82.56 | 80.67 | 81.05 | |
| DC-ViTPruning Rate=0.60, Fine-tuning=false2025.04 | 70.56 | 75.68 | 75.84 | 74.02 |