Long-tailed Image Classification on CIFAR10-LT imbalance factor 100 (test)
82.6Top-1 AccuracyDRO-LT (Learned ε)
Evaluation Results
| Method | Links | |
|---|---|---|
| DRO-LT (Learned ε)2021.04 | 82.6 | |
| ACENumber of experts=42021.08 | 81.4 | |
| ACENumber of experts=32021.08 | 81.2 | |
| CAM2021.08 | 80 | |
| BBN2021.08 | 79.8 | |
| smDragon2021.04 | 79.6 | |
| LDAM+M2m2021.08 | 79.1 | |
| Logit Adj.2021.08 | 77.7 | |
| LDAM DRW2021.04 | 77.03 | |
| LDAM+DRW2021.08 | 77 | |
| CB Focal loss2021.08 | 74.6 | |
| CB LWS2021.04 | 73.5 | |
| Mixup2021.08 | 73.1 | |
| CE2021.04 | 72.1 | |
| Focal loss2021.08 | 70.4 | |
| Baseline2021.08 | 69.8 | |
| OursIPC=502024.08 | 64 | |
| OursIPC=202024.08 | 58.2 | |
| OursIPC=102024.08 | 53.4 | |
| IDMIPC=502024.08 | 53.1 | |
| RandomIPC=502024.08 | 52.6 | |
| IDMIPC=202024.08 | 50.9 | |
| IDMIPC=102024.08 | 49.8 | |
| MTTIPC=502024.08 | 47.8 | |
| DATMIPC=502024.08 | 44.3 | |
| DREAMIPC=502024.08 | 42.2 | |
| MTTIPC=202024.08 | 41.6 | |
| RandomIPC=202024.08 | 41.4 | |
| DATMIPC=202024.08 | 38.9 | |
| DCIPC=202024.08 | 38.1 | |
| MTTIPC=102024.08 | 37.7 | |
| DATMIPC=102024.08 | 37.3 | |
| DCIPC=102024.08 | 36.7 | |
| DCIPC=502024.08 | 35.3 | |
| DREAMIPC=202024.08 | 34.9 | |
| RandomIPC=102024.08 | 34.4 | |
| Graph-CutIPC=502024.08 | 33.3 | |
| DREAMIPC=102024.08 | 30.8 | |
| MinimaxIPC=502024.08 | 28 | |
| Graph-CutIPC=202024.08 | 26 | |
| K-Center GreedyIPC=502024.08 | 24.2 | |
| MinimaxIPC=202024.08 | 23.3 | |
| Graph-CutIPC=102024.08 | 22.9 | |
| MinimaxIPC=102024.08 | 19.9 | |
| K-Center GreedyIPC=202024.08 | 19 | |
| K-Center GreedyIPC=102024.08 | 16.2 |