Image Classification on CIFAR-100 Skewed (test)
85.94AccuracyFull DB
Evaluation results
| Method | Links | |
|---|---|---|
| Full DBBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Participation Level (pl)=0.1, Alpha (alpha)=0.1, Pruning Rate (pf)=N/A2026.03 | 85.94 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 85.16 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 85.1 | |
| Full DBBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Participation Level (pl)=0.1, Alpha (alpha)=0.1, Pruning Rate (pf)=N/A2026.03 | 85.09 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.78 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.68 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.62 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.56 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.52 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.51 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.45 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.4 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.31 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.23 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.15 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 84.07 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 83.96 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 83.91 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 83.85 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 83.8 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 83.8 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 83.76 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 83.29 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 83.25 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 82.85 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 82.85 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 82.76 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 82.73 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 82.69 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 82.57 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 82.56 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=2, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 82.18 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.92 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.8 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.8 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.68 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.62 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.55 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.52 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.32 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.3 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.18 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.14 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.14 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.13 | |
| FedCSBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 80.05 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 79.97 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 79.92 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 79.92 | |
| SCOPEBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 79.78 | |
| FedCoreBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 79.76 | |
| ForgettingBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 79.52 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 77.15 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.5, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 76.81 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 76.63 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 76.32 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 76.29 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.7, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 76.15 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.9, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 76.11 | |
| GradNDBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 75.96 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.1, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 75.93 | |
| EL2NBackbone=ViT-B-16, Imbalance Ratio (IR)=10, Pruning Rate (pf)=0.3, Participation Level (pl)=0.1, Alpha (alpha)=0.12026.03 | 75.68 |