Image Classification on Colored MNIST (bias-guiding)
100AccuracyReBias
Evaluation Results
| Method | Links | |
|---|---|---|
| ReBiasbias_ratio=95.0%, supervision=requires bias type2021.08 | 100 | |
| ReBiasbias_ratio=98.0%, supervision=requires bias type2021.08 | 100 | |
| ReBiasbias_ratio=99.0%, supervision=requires bias type2021.08 | 100 | |
| ReBiasbias_ratio=99.5%, supervision=requires bias type2021.08 | 99.9 | |
| Vanillabias_ratio=98.0%, supervision=none2021.08 | 99.8 | |
| Vanillabias_ratio=99.0%, supervision=none2021.08 | 99.74 | |
| Vanillabias_ratio=99.5%, supervision=none2021.08 | 99.44 | |
| Vanillabias_ratio=95.0%, supervision=none2021.08 | 99.23 | |
| BiaSwapbias_ratio=99.5%, supervision=does not require bias type2021.08 | 98.49 | |
| BiaSwapbias_ratio=99.0%, supervision=does not require bias type2021.08 | 98.45 | |
| BiaSwapbias_ratio=98.0%, supervision=does not require bias type2021.08 | 98.33 | |
| BiaSwapbias_ratio=95.0%, supervision=does not require bias type2021.08 | 97.95 | |
| LfFbias_ratio=95.0%, supervision=does not require bias type2021.08 | 80.33 | |
| LfFbias_ratio=99.5%, supervision=does not require bias type2021.08 | 72.85 | |
| LfFbias_ratio=98.0%, supervision=does not require bias type2021.08 | 69.14 | |
| LfFbias_ratio=99.0%, supervision=does not require bias type2021.08 | 62.33 |