Image Classification on CIFAR-10-LT (Top-1 Accuracy)
96.5Top-1 AccuracyCLIP+LA+WTS
Evaluation results
| Method | Links | |
|---|---|---|
| CLIP+LA+WTSImbalance Factor=10, Noise Ratio=0.32026.04 | 96.5 | |
| CLIP+LAImbalance Factor=10, Noise Ratio=0.32026.04 | 96.3 | |
| CLIP+CE+WTSImbalance Factor=10, Noise Ratio=0.32026.04 | 95.2 | |
| CLIP+CEImbalance Factor=10, Noise Ratio=0.32026.04 | 95.1 | |
| ECLImbalance factor (rho)=102026.02 | 94.4 | |
| GLMCImbalance factor (rho)=102026.02 | 94 | |
| ECLImbalance factor (rho)=502026.02 | 92.5 | |
| ECLImbalance factor (rho)=1002026.02 | 92.1 | |
| ProCoImbalance factor (rho)=102026.02 | 91.9 | |
| Hybrid-SCImbalance factor (rho)=102026.02 | 91.1 | |
| BCLImbalance factor (rho)=102026.02 | 91.1 | |
| GLMCImbalance factor (rho)=502026.02 | 90.1 | |
| ResLTImbalance factor (rho)=102026.02 | 89.7 | |
| ECBSBackbone=PreAct ResNet18, Imbalance Factor=10, Noise Ratio=0.32026.04 | 89.1 | |
| TSCImbalance factor (rho)=102026.02 | 88.7 | |
| BBNImbalance factor (rho)=102026.02 | 88.3 | |
| ProCoImbalance factor (rho)=502026.02 | 88.2 | |
| GLMCImbalance factor (rho)=1002026.02 | 87.7 | |
| ECBSBackbone=PreAct ResNet18, Imbalance Factor=10, Noise Ratio=0.42026.04 | 87.7 | |
| ECBSBackbone=ResNet-32, Imbalance Factor=10, Noise Ratio=0.32026.04 | 87.4 | |
| BCLImbalance factor (rho)=502026.02 | 87.2 | |
| CLIPZero-shot=true, Imbalance Factor=10, Noise Ratio=0.32026.04 | 87.2 | |
| CB-FocalImbalance factor (rho)=102026.02 | 87.1 | |
| ProCoImbalance factor (rho)=1002026.02 | 85.9 | |
| GPaCoImbalance factor (rho)=102026.02 | 85.9 | |
| ECBSBackbone=ResNet-32, Imbalance Factor=10, Noise Ratio=0.42026.04 | 85.9 | |
| ECBSBackbone=PreAct ResNet18, Imbalance Factor=10, Noise Ratio=0.52026.04 | 85.6 | |
| Hybrid-SCImbalance factor (rho)=502026.02 | 85.3 | |
| ResLTImbalance factor (rho)=502026.02 | 85.1 | |
| ECBSBackbone=ResNet-32, Imbalance Factor=10, Noise Ratio=0.52026.04 | 84.8 | |
| RCALImbalance Factor=10, Noise Ratio=0.32026.04 | 84.6 | |
| Sel-CL+Imbalance Factor=10, Noise Ratio=0.32026.04 | 84.4 | |
| BCLImbalance factor (rho)=1002026.02 | 84.3 | |
| RoLT-DRWImbalance Factor=10, Noise Ratio=0.32026.04 | 83.6 | |
| RoLTImbalance Factor=10, Noise Ratio=0.32026.04 | 83.5 | |
| PaCoImbalance factor (rho)=102026.02 | 83.4 | |
| MiSLASImbalance Factor=10, Noise Ratio=0.32026.04 | 83.4 | |
| RCALImbalance Factor=10, Noise Ratio=0.42026.04 | 83.4 | |
| TSCImbalance factor (rho)=502026.02 | 82.9 | |
| ResLTImbalance factor (rho)=1002026.02 | 82.4 | |
| GPaCoImbalance factor (rho)=502026.02 | 81.6 | |
| Hybrid-SCImbalance factor (rho)=1002026.02 | 81.4 | |
| RoLT-DRWImbalance Factor=10, Noise Ratio=0.42026.04 | 81.4 | |
| BBNImbalance factor (rho)=502026.02 | 81.1 | |
| RoLTImbalance Factor=10, Noise Ratio=0.42026.04 | 80.9 | |
| RCALImbalance Factor=10, Noise Ratio=0.52026.04 | 80.8 | |
| Sel-CL+Imbalance Factor=10, Noise Ratio=0.42026.04 | 80.4 | |
| HAR-DRWImbalance Factor=10, Noise Ratio=0.32026.04 | 80.4 | |
| LDAM-DRWImbalance Factor=10, Noise Ratio=0.32026.04 | 80.2 | |
| BBNImbalance factor (rho)=1002026.02 | 79.8 | |
| PaCoImbalance factor (rho)=502026.02 | 79.8 | |
| TSCImbalance factor (rho)=1002026.02 | 79.7 | |
| CB-FocalImbalance factor (rho)=502026.02 | 79.2 | |
| GPaCoImbalance factor (rho)=1002026.02 | 79.2 | |
| RoLTImbalance Factor=10, Noise Ratio=0.52026.04 | 79 | |
| ECBSBackbone=PreAct ResNet18, Imbalance Factor=100, Noise Ratio=0.32026.04 | 78 | |
| HAR-DRWImbalance Factor=10, Noise Ratio=0.42026.04 | 77.4 | |
| Sel-CL+Imbalance Factor=10, Noise Ratio=0.52026.04 | 77.3 | |
| PaCoImbalance factor (rho)=1002026.02 | 77.2 | |
| RoLT-DRWImbalance Factor=10, Noise Ratio=0.52026.04 | 77.1 | |
| ECBSBackbone=ResNet-32, Imbalance Factor=100, Noise Ratio=0.32026.04 | 76.8 | |
| ECBSBackbone=PreAct ResNet18, Imbalance Factor=100, Noise Ratio=0.42026.04 | 76.5 | |
| MiSLASImbalance Factor=10, Noise Ratio=0.42026.04 | 76.2 | |
| ECBSBackbone=ResNet-32, Imbalance Factor=100, Noise Ratio=0.42026.04 | 75.2 | |
| LDAM-DRWImbalance Factor=10, Noise Ratio=0.42026.04 | 74.9 | |
| NCMImbalance Factor=10, Noise Ratio=0.32026.04 | 74.8 | |
| CB-FocalImbalance factor (rho)=1002026.02 | 74.5 | |
| CDRImbalance Factor=10, Noise Ratio=0.32026.04 | 73.9 | |
| ECBSBackbone=ResNet-32, Imbalance Factor=100, Noise Ratio=0.52026.04 | 73.6 | |
| ECBSBackbone=PreAct ResNet18, Imbalance Factor=100, Noise Ratio=0.52026.04 | 72.9 | |
| RCALImbalance Factor=100, Noise Ratio=0.32026.04 | 72.8 | |
| MiSLASImbalance Factor=10, Noise Ratio=0.52026.04 | 72.5 | |
| CEImbalance Factor=10, Noise Ratio=0.32026.04 | 72.4 | |
| MoDEXBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 71.53 | |
| RoLT-DRWImbalance Factor=100, Noise Ratio=0.32026.04 | 71.1 | |
| CEImbalance Factor=10, Noise Ratio=0.42026.04 | 70.3 | |
| RCALImbalance Factor=100, Noise Ratio=0.42026.04 | 69.8 | |
| Co-teachingImbalance Factor=10, Noise Ratio=0.32026.04 | 68.7 | |
| NCMImbalance Factor=10, Noise Ratio=0.42026.04 | 68.4 | |
| CDRImbalance Factor=10, Noise Ratio=0.42026.04 | 68.1 | |
| LDAM-DRWImbalance Factor=10, Noise Ratio=0.52026.04 | 67.9 | |
| MiSLASImbalance Factor=100, Noise Ratio=0.32026.04 | 67.9 | |
| HAR-DRWImbalance Factor=10, Noise Ratio=0.52026.04 | 67.4 | |
| LDAM-DRWImbalance Factor=100, Noise Ratio=0.32026.04 | 66.7 | |
| RoLTImbalance Factor=100, Noise Ratio=0.32026.04 | 66.5 | |
| Re-EDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 66.27 | |
| Sel-CL+Imbalance Factor=100, Noise Ratio=0.32026.04 | 65.7 | |
| CEImbalance Factor=10, Noise Ratio=0.52026.04 | 65.2 | |
| RCALImbalance Factor=100, Noise Ratio=0.52026.04 | 65.1 | |
| NCMImbalance Factor=10, Noise Ratio=0.52026.04 | 64.8 | |
| F-EDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 63.73 | |
| RoLT-DRWImbalance Factor=100, Noise Ratio=0.42026.04 | 63.6 | |
| R-EDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 63.36 | |
| DAEDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 63.36 | |
| CDRImbalance Factor=10, Noise Ratio=0.52026.04 | 62.2 | |
| MiSLASImbalance Factor=100, Noise Ratio=0.42026.04 | 62 | |
| Sel-CL+Imbalance Factor=100, Noise Ratio=0.42026.04 | 61.4 | |
| NCMImbalance Factor=100, Noise Ratio=0.32026.04 | 60.9 | |
| RoLTImbalance Factor=100, Noise Ratio=0.42026.04 | 57.9 | |
| I-EDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 57.88 |