Image Classification on Corrupted CIFAR10 (bias-guiding)
99.29AccuracyReBias
Evaluation Results
| Method | Links | |
|---|---|---|
| ReBiasbias_ratio=99.5%, supervision=requires bias type2021.08 | 99.29 | |
| ReBiasbias_ratio=99.0%, supervision=requires bias type2021.08 | 99.11 | |
| Vanillabias_ratio=95.0%, supervision=none2021.08 | 99.05 | |
| Vanillabias_ratio=98.0%, supervision=none2021.08 | 98.97 | |
| Vanillabias_ratio=99.0%, supervision=none2021.08 | 98.79 | |
| ReBiasbias_ratio=98.0%, supervision=requires bias type2021.08 | 98.67 | |
| Vanillabias_ratio=99.5%, supervision=none2021.08 | 98.56 | |
| ReBiasbias_ratio=95.0%, supervision=requires bias type2021.08 | 98.23 | |
| BiaSwapbias_ratio=99.0%, supervision=does not require bias type2021.08 | 96.98 | |
| BiaSwapbias_ratio=99.5%, supervision=does not require bias type2021.08 | 96.82 | |
| BiaSwapbias_ratio=95.0%, supervision=does not require bias type2021.08 | 95.53 | |
| BiaSwapbias_ratio=98.0%, supervision=does not require bias type2021.08 | 94.82 | |
| LfFbias_ratio=99.5%, supervision=does not require bias type2021.08 | 80.9 | |
| LfFbias_ratio=99.0%, supervision=does not require bias type2021.08 | 74.73 | |
| LfFbias_ratio=98.0%, supervision=does not require bias type2021.08 | 73.41 | |
| LfFbias_ratio=95.0%, supervision=does not require bias type2021.08 | 62.74 |