# Image Classification on CIFAR10C 1% bias ratio unbiased (test)

Source: [Image Classification on CIFAR10C 1% bias ratio unbiased (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar10c-1-percent-bias-ratio-unbiased-test>)

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

Data updated: 2026-02-26T05:30:05.993Z

Evaluation of Image Classification performance on the CIFAR-10-C test set configured specifically with a 1% bias ratio.

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) | CIFAR10C 1% bias ratio unbiased (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10c-1-percent-bias-ratio-unbiased-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| BCSI | 46.18 | Not recorded | 68fa75761e209131cea681a0 |
| SelecMix | 40.14 | Not recorded | 68fa75761e209131cea681a0 |
| GroupDRO | 38.3 | Not recorded | 68fa75761e209131cea681a0 |
| BCSI | 35.29 | Not recorded | 68fa75761e209131cea681a0 |
| DCWP | 34.87 | Not recorded | 68fa75761e209131cea681a0 |
| BCSI | 33.53 | Not recorded | 68fa75761e209131cea681a0 |
| BCSI | 33.47 | Not recorded | 68fa75761e209131cea681a0 |
| DFA | 31.26 | Not recorded | 68fa75761e209131cea681a0 |
| LfF | 31.15 | Not recorded | 68fa75761e209131cea681a0 |
| BPA | 26.86 | Not recorded | 68fa75761e209131cea681a0 |
| ERM | 24.91 | Not recorded | 68fa75761e209131cea681a0 |

### BCSI

Accuracy: 46.18. Result ID: 6993c3b23a6c314849185a6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

Recorded evaluation configuration: {"Bias Info":false,"Initialization":"SelecMix"}. This record does not assert independent reproduction.

### SelecMix

Accuracy: 40.14. Result ID: 6993c3b23a6c314849185a6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ddf1e209131cea3c994.md>)

Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction.

### GroupDRO

Accuracy: 38.3. Result ID: 6993c3b23a6c314849185a65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

Recorded evaluation configuration: {"Bias Info":true}. This record does not assert independent reproduction.

### BCSI

Accuracy: 35.29. Result ID: 6993c3b23a6c314849185a6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

Recorded evaluation configuration: {"Bias Info":false,"Initialization":"LfF"}. This record does not assert independent reproduction.

### DCWP

Accuracy: 34.87. Result ID: 6993c3b23a6c314849185a6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fda1e209131cea479f9.md>)

Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction.

### BCSI

Accuracy: 33.53. Result ID: 6993c3b23a6c314849185a6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

Recorded evaluation configuration: {"Bias Info":false,"Initialization":"DFA"}. This record does not assert independent reproduction.

### BCSI

Accuracy: 33.47. Result ID: 6993c3b23a6c314849185a6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

Recorded evaluation configuration: {"Bias Info":false,"Initialization":"ERM"}. This record does not assert independent reproduction.

### DFA

Accuracy: 31.26. Result ID: 6993c3b23a6c314849185a68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2bc.md>)

Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction.

### LfF

Accuracy: 31.15. Result ID: 6993c3b23a6c314849185a67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction.

### BPA

Accuracy: 26.86. Result ID: 6993c3b23a6c314849185a69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c331e209131cea32c45.md>)

[Implementation](<https://github.com/skynbe/pseudo-attributes>)

Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction.

### ERM

Accuracy: 24.91. Result ID: 6993c3b23a6c314849185a66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681a0.md>)

Recorded evaluation configuration: {"Bias Info":false}. This record does not assert independent reproduction.

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