Image Classification on ImageNet-GLT GBL 1k (test)
60.79Accuracy (Manyc)RandAug + IFL
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RandAug + IFLBackbone=ResNext-50, Category=Augment2022.07 | 60.79 | 42.41 | 39.07 | 55.15 | 20.04 | 57.9 | 44.9 | 50.47 | |
| Mixup + IFLBackbone=ResNext-50, Category=Augment2022.07 | 59.36 | 40.95 | 36.77 | 54.67 | 18.06 | 55.1 | 43 | 49.25 | |
| RIDE + IFLBackbone=ResNext-50, Category=Ensemble2022.07 | 57.84 | 47 | 41.8 | 48.65 | 24.63 | 42.96 | 45.64 | 47.14 | |
| RandAugBackbone=ResNext-50, Category=Augment2022.07 | 56.36 | 35.97 | 31.43 | 51.13 | 10.36 | 48.92 | 38.24 | 44.74 | |
| RIDEBackbone=ResNext-50, Category=Ensemble2022.07 | 55.47 | 44.55 | 38.65 | 44.26 | 22.8 | 37.26 | 43 | 43.32 | |
| Baseline + IFLBackbone=ResNext-50, Category=Re-balance2022.07 | 54.09 | 36.74 | 31.73 | 49.03 | 13.62 | 51.42 | 37.96 | 44.47 | |
| TADE + IFLBackbone=ResNext-50, Category=Ensemble2022.07 | 53.75 | 48.73 | 39.9 | 45.28 | 26.77 | 35.34 | 43.47 | 45.17 | |
| LWS + IFLBackbone=ResNext-50, Category=Re-balance2022.07 | 53.21 | 38.92 | 34.99 | 44.44 | 17.42 | 45.9 | 39.64 | 42.45 | |
| CRT + IFLBackbone=ResNext-50, Category=Re-balance2022.07 | 52.75 | 39.11 | 35.14 | 43.36 | 17.92 | 43.35 | 39.6 | 41.65 | |
| Deconfound-TDEBackbone=ResNext-50, Category=Re-balance2022.07 | 52.41 | 35.58 | 34.31 | 46.38 | 10.06 | 44.43 | 37.91 | 41.77 | |
| MixupBackbone=ResNext-50, Category=Augment2022.07 | 51.04 | 31.85 | 23.1 | 47.25 | 4.94 | 22.88 | 31.55 | 37.44 | |
| LDAMBackbone=ResNext-50, Category=Re-balance2022.07 | 51.02 | 38.78 | 34.13 | 40.39 | 18.46 | 35.91 | 38.54 | 39.08 | |
| BaselineBackbone=ResNext-50, Category=Re-balance2022.07 | 50.98 | 32.9 | 28.49 | 44.72 | 10.28 | 49.11 | 34.75 | 40.65 | |
| TADEBackbone=ResNext-50, Category=Ensemble2022.07 | 50.29 | 49.25 | 38.74 | 43.74 | 27.99 | 31.75 | 41.75 | 44.15 | |
| BLSoftmax + IFLBackbone=ResNext-50, Category=Re-balance2022.07 | 49.92 | 46.86 | 36.11 | 44.31 | 25.71 | 32.01 | 40.08 | 43.48 | |
| Logit-Adj + IFLBackbone=ResNext-50, Category=Re-balance2022.07 | 48.25 | 49.17 | 37.5 | 41.65 | 29 | 25.77 | 40.52 | 42.28 | |
| CRTBackbone=ResNext-50, Category=Re-balance2022.07 | 48.02 | 38.4 | 34.16 | 38.07 | 19.92 | 33.5 | 37.57 | 37.51 | |
| LWSBackbone=ResNext-50, Category=Re-balance2022.07 | 47.15 | 39.16 | 34.88 | 38.68 | 22.56 | 32.88 | 37.94 | 38.01 | |
| Logit-AdjBackbone=ResNext-50, Category=Re-balance2022.07 | 47.15 | 40.89 | 33.48 | 39.11 | 21.1 | 27.5 | 37.09 | 38.08 | |
| BLSoftmaxBackbone=ResNext-50, Category=Re-balance2022.07 | 46.87 | 42.39 | 34.43 | 35.77 | 22.11 | 26.3 | 37.56 | 37 | |
| BBNBackbone=ResNext-50, Category=Re-balance2022.07 | 45.94 | 41.97 | 35.15 | 36.63 | 24.07 | 28.59 | 37.8 | 37.56 |