# Image Classification on Colored MNIST (background color, ratio 0.99)

Source: [Image Classification on Colored MNIST (background color, ratio 0.99)](<https://www.sota2.com/research/sota/image-classification-on-colored-mnist-background-color-ratio-0-99>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:37:47.854Z

Evaluation of Image Classification performance on a specific variant of Colored MNIST, configured with a 0.99 background color ratio, focusing on bias-related metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Classification |
| Dataset (including any stated split) | Colored MNIST background color, ratio 0.99 |
| Metric | Bias Aligned Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Bias Aligned Score](<https://www.sota2.com/research/sota/image-classification-on-colored-mnist-background-color-ratio-0-99.md?metric=Bias%20Aligned%20Score>): Higher is better; unit: PERCENT.

- [Bias Conflicting Error](<https://www.sota2.com/research/sota/image-classification-on-colored-mnist-background-color-ratio-0-99.md?metric=Bias%20Conflicting%20Error>): Lower is better; unit: PERCENT.

- [Unbiased Accuracy](<https://www.sota2.com/research/sota/image-classification-on-colored-mnist-background-color-ratio-0-99.md?metric=Unbiased%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Bias Aligned Score | Result date | Report paper |
| --- | --- | --- | --- |
| Vanilla | 100 | Not recorded | 68fa6d6a1e209131cea39a7d |
| DebiAN | 100 | Not recorded | 68fa6d6a1e209131cea39a7d |
| EIIL | 99.97 | Not recorded | 68fa6d6a1e209131cea39a7d |
| PGI | 99.26 | Not recorded | 68fa6d6a1e209131cea39a7d |
| LfF | 52.24 | Not recorded | 68fa6d6a1e209131cea39a7d |

### Vanilla

Bias Aligned Score: 100. Result ID: 698f8f5d3a6c314849fa1a9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d6a1e209131cea39a7d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DebiAN

Bias Aligned Score: 100. Result ID: 698f8f5d3a6c314849fa1aa0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d6a1e209131cea39a7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d6a1e209131cea39a7d.md>)

[Implementation](<https://github.com/zhihengli-UR/DebiAN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EIIL

Bias Aligned Score: 99.97. Result ID: 698f8f5d3a6c314849fa1a9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d6a1e209131cea39a7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5f1e209131cea27cee.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PGI

Bias Aligned Score: 99.26. Result ID: 698f8f5d3a6c314849fa1a9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d6a1e209131cea39a7d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LfF

Bias Aligned Score: 52.24. Result ID: 698f8f5d3a6c314849fa1a9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d6a1e209131cea39a7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea2946e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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