# Image Classification on BAR Bias-guiding

Source: [Image Classification on BAR Bias-guiding](<https://www.sota2.com/research/sota/image-classification-on-bar-bias-guiding>)

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

Data updated: 2026-02-26T05:33:01.776Z

Evaluation of Image Classification performance on the BAR Bias-guiding dataset, reporting Accuracy.

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) | BAR Bias-guiding |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-bar-bias-guiding.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Vanilla | 95 | Not recorded | 68fa6a9a1e209131cea2946e |
| BiaSwap | 93.33 | Not recorded | 68fa6a9a1e209131cea2946e |
| LfF | 91.67 | Not recorded | 68fa6a9a1e209131cea2946e |
| ReBias | 87.78 | Not recorded | 68fa6a9a1e209131cea2946e |

### Vanilla

Accuracy: 95. Result ID: 699ac79a5698665ec45605b7.

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

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

### BiaSwap

Accuracy: 93.33. Result ID: 699ac79a5698665ec45605ba.

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

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

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

### LfF

Accuracy: 91.67. Result ID: 699ac79a5698665ec45605b9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c11e209131cea1e11f.md>)

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

### ReBias

Accuracy: 87.78. Result ID: 699ac79a5698665ec45605b8.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18dcf.md>)

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

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