Image Classification on CIFAR-100-LT-100 balanced (test)
16.48Top-1 Error RateLPA (mean + varied)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LPA (mean + varied)Backbone=WRN-28-102026.05 | 16.48 | — | — | — | |
| LPA-lowrank (mean + varied)Backbone=WRN-28-102026.05 | 16.55 | — | — | — | |
| LPA (mean + fixed)Backbone=WRN-28-102026.05 | 16.72 | — | — | — | |
| LPL (mean + varied)Backbone=WRN-28-102026.05 | 17.08 | — | — | — | |
| ISDABackbone=WRN-28-102026.05 | 17.56 | — | — | — | |
| Manifold MixupBackbone=WRN-28-102026.05 | 17.65 | — | — | — | |
| MixupBackbone=WRN-28-102026.05 | 17.82 | — | — | — | |
| DropBlockBackbone=WRN-28-102026.05 | 17.95 | — | — | — | |
| DropoutBackbone=WRN-28-102026.05 | 18.12 | — | — | — | |
| Label SmoothingBackbone=WRN-28-102026.05 | 18.4 | — | — | — | |
| CEBackbone=WRN-28-102026.05 | 18.85 | — | — | — | |
| LPA (mean + varied)Backbone=ResNet-1102026.05 | 21.92 | — | — | — | |
| LPA-lowrank (mean + varied)Backbone=ResNet-1102026.05 | 22.01 | — | — | — | |
| LPA (mean + fixed)Backbone=ResNet-1102026.05 | 22.15 | — | — | — | |
| LPL (mean + varied)Backbone=ResNet-1102026.05 | 22.65 | — | — | — | |
| ISDABackbone=ResNet-1102026.05 | 23.18 | — | — | — | |
| Manifold MixupBackbone=ResNet-1102026.05 | 23.28 | — | — | — | |
| MixupBackbone=ResNet-1102026.05 | 23.55 | — | — | — | |
| DropBlockBackbone=ResNet-1102026.05 | 23.62 | — | — | — | |
| DropoutBackbone=ResNet-1102026.05 | 23.85 | — | — | — | |
| Label SmoothingBackbone=ResNet-1102026.05 | 24.12 | — | — | — | |
| CEBackbone=ResNet-1102026.05 | 24.56 | — | — | — | |
| BalPoEtrained with ERM=true2022.06 | — | 17.6 | 28.9 | 49.2 | |
| BalPoE2022.06 | — | 4.9 | 11.3 | 52 | |
| Bayias2022.06 | — | 24.3 | 39.7 | 43.5 | |
| CEreproduced=true2022.06 | — | 32 | 47.3 | 38.8 | |
| MISLAS2022.06 | — | 4.8 | — | 47 | |
| Mixupreproduced=true2022.06 | — | 9.6 | 15.9 | 40.8 | |
| Remixtrained with ERM=true2022.06 | — | 33.6 | 51 | 41.9 | |
| TLC2022.06 | — | 22.8 | — | 49 | |
| UniMix+Bayias2022.06 | — | 23 | 37.4 | 45.5 |