Image Classification on Colored MNIST (unbiased)
0.9628AccuracyReBias
Evaluation Results
| Method | Links | |
|---|---|---|
| ReBiasbias_ratio=95.0%, supervision=requires bias type2021.08 | 0.9628 | |
| BiaSwapbias_ratio=95.0%, supervision=does not require bias type2021.08 | 0.9085 | |
| ReBiasbias_ratio=98.0%, supervision=requires bias type2021.08 | 0.9016 | |
| BiaSwapbias_ratio=99.5%, supervision=does not require bias type2021.08 | 0.8576 | |
| BiaSwapbias_ratio=98.0%, supervision=does not require bias type2021.08 | 0.8529 | |
| LfFbias_ratio=95.0%, supervision=does not require bias type2021.08 | 0.8472 | |
| ReBiasbias_ratio=99.0%, supervision=requires bias type2021.08 | 0.8419 | |
| BiaSwapbias_ratio=99.0%, supervision=does not require bias type2021.08 | 0.8374 | |
| Vanillabias_ratio=95.0%, supervision=none2021.08 | 0.7954 | |
| LfFbias_ratio=98.0%, supervision=does not require bias type2021.08 | 0.7588 | |
| LfFbias_ratio=99.0%, supervision=does not require bias type2021.08 | 0.7005 | |
| ReBiasbias_ratio=99.5%, supervision=requires bias type2021.08 | 0.6282 | |
| Vanillabias_ratio=98.0%, supervision=none2021.08 | 0.6262 | |
| LfFbias_ratio=99.5%, supervision=does not require bias type2021.08 | 0.6161 | |
| Vanillabias_ratio=99.0%, supervision=none2021.08 | 0.4876 | |
| Vanillabias_ratio=99.5%, supervision=none2021.08 | 0.3267 |