Image Classification on CIFAR-10 Long-Tailed (rho=50) (test)
89.8Top-1 AccuracyDeiT-LT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeiT-LTBackbone=ViT-B, Teacher=PaCo+SAM2024.04 | 89.8 | — | |
| PaCo+SAMBackbone=ResNet322024.04 | 88.6 | — | |
| DeiT-LTBackbone=ViT-B, Teacher=L-D-SAM2024.04 | 87.5 | — | |
| MISLASBackbone=ResNet322024.04 | 85.7 | — | |
| GCLBackbone=ResNet322024.04 | 85.5 | — | |
| Hybrid-SCBackbone=ResNet322024.04 | 85.4 | — | |
| ACEBackbone=ResNet322024.04 | 84.9 | — | |
| L-D-SAMBackbone=ResNet322024.04 | 84.8 | — | |
| CAMBackbone=ResNet322024.04 | 83.6 | — | |
| Teacher(CE)2026.05 | 82.72 | — | |
| BiKD2026.05 | 82.45 | — | |
| LDAM+DAPBackbone=ResNet322024.04 | 82.2 | — | |
| BBNBackbone=ResNet322024.04 | 82.2 | — | |
| BKD2026.05 | 81.67 | — | |
| DiVE2026.05 | 80.79 | — | |
| LFME2026.05 | 80.28 | — | |
| CCKD2026.05 | 79.74 | — | |
| CB Focal lossBackbone=ResNet322024.04 | 79.3 | — | |
| LDAM+DRWBackbone=ResNet322024.04 | 79.3 | — | |
| RWKD2026.05 | 78.97 | — | |
| Student(CE)2026.05 | 78.32 | — | |
| DeiTBackbone=ViT-B2024.04 | 77.5 | — | |
| KD2026.05 | 77.27 | — | |
| WSL2026.05 | 76.87 | — | |
| ViT (cRT)Backbone=ViT-B2024.04 | 74.5 | — | |
| ViTBackbone=ViT-B2024.04 | 70.1 | — | |
| DeiT-IIIBackbone=ViT-B2024.04 | 68.2 | — | |
| A-EncoderBackbone=ResNet-32, Learning Protocol=ERM, Imbalance Ratio (rho)=502021.06 | — | 23.76 | |
| ERMBackbone=ResNet-32, RSG=false2021.06 | — | 25.19 | |
| ERMBackbone=ResNet-32, RSG=true2021.06 | — | 20.25 | |
| ERM-RSGBackbone=ResNet-32, Learning Protocol=ERM, Imbalance Ratio (rho)=502021.06 | — | 20.25 | |
| Focal LossBackbone=ResNet-32, RSG=false2021.06 | — | 23.28 | |
| Focal LossBackbone=ResNet-32, RSG=true2021.06 | — | 21.58 | |
| FTLBackbone=ResNet-32, Learning Protocol=ERM, Imbalance Ratio (rho)=502021.06 | — | 23.56 | |
| ImaginaryBackbone=ResNet-32, Learning Protocol=ERM, Imbalance Ratio (rho)=502021.06 | — | 23.99 | |
| LDAM-DRWBackbone=ResNet-32, RSG=false2021.06 | — | 18.97 | |
| LDAM-DRWBackbone=ResNet-32, RSG=true2021.06 | — | 17.2 | |
| M-DRWBackbone=ResNet-32, RSG=false2021.06 | — | 20.44 | |
| M-DRWBackbone=ResNet-32, RSG=true2021.06 | — | 17.72 |