Image Classification on ImageNet sub-tasks S1-S3 (10 classes)
97Accuracy (S1/10)NuWa (FT)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NuWa (FT)Pruning Rate=0.40, Fine-tuning=true2025.04 | 97 | 98.8 | 98.8 | 98.2 | |
| DeiT-Base (FT)Fine-tuning=true, Backbone=DeiT-Base2025.04 | 96.6 | 99 | 97.8 | 97.8 | |
| RECAPPruning Rate=0.40, Fine-tuning=false2025.04 | 96.6 | 98.2 | 98.8 | 97.87 | |
| X-PrunerPruning Rate=0.40, Fine-tuning=false2025.04 | 96.2 | 98.4 | 97.4 | 97.33 | |
| NuWaPruning Rate=0.40, Fine-tuning=false2025.04 | 96 | 98.6 | 98.6 | 97.73 | |
| Anchor ModelFine-tuning=false, Backbone=DeiT-Base2025.04 | 95.8 | 98.6 | 98.6 | 97.67 | |
| NuWa (FT)Pruning Rate=0.60, Fine-tuning=true2025.04 | 95.2 | 98.4 | 97.8 | 97.13 | |
| RandomPruning Rate=0.40, Fine-tuning=false2025.04 | 94.8 | 97 | 97 | 96.3 | |
| MDPPruning Rate=0.40, Fine-tuning=false2025.04 | 93.8 | 97 | 96.4 | 95.73 | |
| NuWaPruning Rate=0.60, Fine-tuning=false2025.04 | 91.8 | 96.2 | 94.6 | 94.2 | |
| X-PrunerPruning Rate=0.60, Fine-tuning=false2025.04 | 91.2 | 95.4 | 95.6 | 94.07 | |
| MDPPruning Rate=0.60, Fine-tuning=false2025.04 | 90 | 95.8 | 95.8 | 93.87 | |
| RECAPPruning Rate=0.60, Fine-tuning=false2025.04 | 89.4 | 95.4 | 93.8 | 92.87 | |
| RandomPruning Rate=0.60, Fine-tuning=false2025.04 | 88 | 95 | 92.4 | 91.8 | |
| DC-ViTPruning Rate=0.40, Fine-tuning=false2025.04 | 75.8 | 95.2 | 91 | 87.33 | |
| DeiT-BaseFine-tuning=false, Backbone=DeiT-Base2025.04 | 71.2 | 81.6 | 83 | 78.6 | |
| DC-ViTPruning Rate=0.60, Fine-tuning=false2025.04 | 68.2 | 79.2 | 73.8 | 73.73 |