Image Classification on Corrupted CIFAR10 (unbiased)
45.49AccuracyReBias
Evaluation Results
| Method | Links | |
|---|---|---|
| ReBiasbias_ratio=95.0%, supervision=requires bias type2021.08 | 45.49 | |
| LfFbias_ratio=95.0%, supervision=does not require bias type2021.08 | 42.32 | |
| BiaSwapbias_ratio=95.0%, supervision=does not require bias type2021.08 | 41.62 | |
| Vanillabias_ratio=95.0%, supervision=none2021.08 | 35.68 | |
| BiaSwapbias_ratio=98.0%, supervision=does not require bias type2021.08 | 35.25 | |
| LfFbias_ratio=98.0%, supervision=does not require bias type2021.08 | 35.23 | |
| BiaSwapbias_ratio=99.0%, supervision=does not require bias type2021.08 | 32.54 | |
| ReBiasbias_ratio=98.0%, supervision=requires bias type2021.08 | 31.52 | |
| Vanillabias_ratio=98.0%, supervision=none2021.08 | 29.68 | |
| LfFbias_ratio=99.0%, supervision=does not require bias type2021.08 | 29.27 | |
| BiaSwapbias_ratio=99.5%, supervision=does not require bias type2021.08 | 29.11 | |
| LfFbias_ratio=99.5%, supervision=does not require bias type2021.08 | 27.1 | |
| ReBiasbias_ratio=99.0%, supervision=requires bias type2021.08 | 25.04 | |
| Vanillabias_ratio=99.0%, supervision=none2021.08 | 24.51 | |
| Vanillabias_ratio=99.5%, supervision=none2021.08 | 23.12 | |
| ReBiasbias_ratio=99.5%, supervision=requires bias type2021.08 | 20.49 |