# Gender Classification on FairFace level-5 Gaussian noise corrupted (test)

Source: [Gender Classification on FairFace level-5 Gaussian noise corrupted (test)](<https://www.sota2.com/research/sota/gender-classification-on-fairface-level-5-gaussian-noise-corrupted-test>)

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

Data updated: 2026-06-23T06:34:55.399Z

Evaluation of Gender Classification performance on the test split of the FairFace dataset specifically corrupted with level-5 Gaussian noise.

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 | Gender Classification |
| Dataset (including any stated split) | FairFace level-5 Gaussian noise corrupted (test) |
| Metric | Accuracy (s+) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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 (s+)](<https://www.sota2.com/research/sota/gender-classification-on-fairface-level-5-gaussian-noise-corrupted-test.md?metric=Accuracy%20(s%2B)>): Higher is better; unit: PERCENT.

- [Delta p (s+)](<https://www.sota2.com/research/sota/gender-classification-on-fairface-level-5-gaussian-noise-corrupted-test.md?metric=Delta%20p%20(s%2B)>): Lower is better; unit: SCALAR.

- [Accuracy (s-)](<https://www.sota2.com/research/sota/gender-classification-on-fairface-level-5-gaussian-noise-corrupted-test.md?metric=Accuracy%20(s-)>): Higher is better; unit: PERCENT.

- [Delta p (s-)](<https://www.sota2.com/research/sota/gender-classification-on-fairface-level-5-gaussian-noise-corrupted-test.md?metric=Delta%20p%20(s-)>): Lower is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/gender-classification-on-fairface-level-5-gaussian-noise-corrupted-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Delta Accuracy](<https://www.sota2.com/research/sota/gender-classification-on-fairface-level-5-gaussian-noise-corrupted-test.md?metric=Delta%20Accuracy>): Lower is better; unit: PERCENT.

- [Delta p](<https://www.sota2.com/research/sota/gender-classification-on-fairface-level-5-gaussian-noise-corrupted-test.md?metric=Delta%20p>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (s+) | Result date | Report paper |
| --- | --- | --- | --- |
| FairSAM | 63.7 | Not recorded | 68fa77be1e209131cea750f9 |
| GroupSAM | 62.97 | Not recorded | 68fa77be1e209131cea750f9 |
| SAM | 62.09 | Not recorded | 68fa77be1e209131cea750f9 |
| MSAM | 60.79 | Not recorded | 68fa77be1e209131cea750f9 |
| Vanilla | 56.92 | Not recorded | 68fa77be1e209131cea750f9 |
| GroupDRO | 54.92 | Not recorded | 68fa77be1e209131cea750f9 |

### FairSAM

Accuracy (s+): 63.7. Result ID: 6a3a2906fbc373592c33ce97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea750f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea750f9.md>)

Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction.

### GroupSAM

Accuracy (s+): 62.97. Result ID: 6a3a2906fbc373592c33ce96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea750f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a93e.md>)

Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction.

### SAM

Accuracy (s+): 62.09. Result ID: 6a3a2906fbc373592c33ce94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea750f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Implementation](<https://github.com/google-research/sam>)

Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction.

### MSAM

Accuracy (s+): 60.79. Result ID: 6a3a2906fbc373592c33ce95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea750f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5c1.md>)

Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction.

### Vanilla

Accuracy (s+): 56.92. Result ID: 6a3a2906fbc373592c33ce92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea750f9.md>)

Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction.

### GroupDRO

Accuracy (s+): 54.92. Result ID: 6a3a2906fbc373592c33ce93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea750f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159c7.md>)

Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction.

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