Image Classification on CIFAR-100-LT Imbalance Factor 100 (test)
58.65Top-1 AccuracyGLMC + LE-SAM
Evaluation results
| Method | Links | |
|---|---|---|
| GLMC + LE-SAM2026.05 | 58.65 | |
| GLMC + SAM2026.05 | 57.25 | |
| GLMC2026.05 | 55.9 | |
| ResComBackbone=ResNet-322022.03 | 53.8 | |
| Weight Balancingregularization=+ WD & Max2022.03 | 53.35 | |
| RBL2026.05 | 53.1 | |
| Weight Balancingregularization=+ WD2022.03 | 52.42 | |
| PaCo2022.03 | 52 | |
| PaCoBackbone=ResNet-322022.03 | 52 | |
| Weight Balancingregularization=+ tau-norm2022.03 | 51.31 | |
| Balanced SoftmaxBackbone=ResNet-322022.03 | 50.8 | |
| Weight Balancingregularization=+ Max2022.03 | 50.24 | |
| ACEnumber of experts=42022.03 | 49.6 | |
| Weight Balancingregularization=+ L2norm2022.03 | 49.6 | |
| RIDEnumber of experts=42022.03 | 49.1 | |
| RIDEBackbone=ResNet-32, experts=32022.03 | 48 | |
| tau-norm2022.03 | 47.73 | |
| DRO-LT2022.03 | 47.31 | |
| MiSLASBackbone=ResNet-322022.03 | 47 | |
| HCL2026.05 | 46.7 | |
| Weight Balancingregularization=WD2022.03 | 46.08 | |
| SSD2022.03 | 46 | |
| LADEBackbone=ResNet-322022.03 | 45.4 | |
| DiVE2022.03 | 45.35 | |
| DiVEImbalance Factor=1002021.03 | 45.35 | |
| ResLTBackbone=ResNet-322022.03 | 45.3 | |
| ETF-DR2026.05 | 45.3 | |
| Hybrid-PSCBackbone=ResNet-322022.03 | 45 | |
| Meta-learningImbalance Factor=1002021.03 | 44.7 | |
| SEL2026.05 | 44.5 | |
| De-confound2022.03 | 44.1 | |
| Causal NormBackbone=ResNet-322022.03 | 44.1 | |
| TDEImbalance Factor=1002021.03 | 44.1 | |
| Focal-SAM2026.05 | 44 | |
| LFMEImbalance Factor=1002021.03 | 43.8 | |
| TSC2026.05 | 43.8 | |
| LDAM+SSP2022.03 | 43.43 | |
| LDAM-DRW+SSPImbalance Factor=1002021.03 | 43.43 | |
| KCL2026.05 | 42.8 | |
| BBNBackbone=ResNet-322022.03 | 42.6 | |
| BBN2026.05 | 42.6 | |
| BBN2022.03 | 42.56 | |
| BBNImbalance Factor=1002021.03 | 42.56 | |
| BSCEImbalance Factor=1002021.03 | 42.39 | |
| CE2026.05 | 42.1 | |
| LDAM-DRW2022.03 | 42.04 | |
| LDAM-DRWImbalance Factor=1002021.03 | 42.04 | |
| LogitAjust2022.03 | 42.01 | |
| KD2022.03 | 40.36 | |
| CE+CB2022.03 | 39.6 | |
| Focal+CB2022.03 | 39.6 | |
| Focal2022.03 | 38.41 | |
| Focal+Imbalance Factor=1002021.03 | 38.41 | |
| Weight Balancingregularization=naive2022.03 | 38.38 | |
| CEImbalance Factor=1002021.03 | 38.35 | |
| CE2022.03 | 38.32 |