# Image Classification on CelebA HairColor

Source: [Image Classification on CelebA HairColor](<https://www.sota2.com/research/sota/image-classification-on-celeba-haircolor>)

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

Data updated: 2026-02-26T05:46:04.762Z

Evaluation of Image Classification performance on the CelebA HairColor dataset, reporting bias-related metrics such as GUIDING, UNBIASED, and CONFLICTING scores.

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) | CelebA HairColor |
| Metric | Guiding Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Guiding Score](<https://www.sota2.com/research/sota/image-classification-on-celeba-haircolor.md?metric=Guiding%20Score>): Higher is better; unit: PERCENT.

- [Unbiased Score](<https://www.sota2.com/research/sota/image-classification-on-celeba-haircolor.md?metric=Unbiased%20Score>): Higher is better; unit: PERCENT.

- [Conflicting Score](<https://www.sota2.com/research/sota/image-classification-on-celeba-haircolor.md?metric=Conflicting%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Guiding Score | Result date | Report paper |
| --- | --- | --- | --- |
| EnD | 94.97 | Not recorded | 68fa6f331e209131cea44667 |
| SSL+ERM | 94.15 | Not recorded | 68fa6f331e209131cea44667 |
| CSAD | 91.19 | Not recorded | 68fa6f331e209131cea44667 |
| LWBC | 90.57 | Not recorded | 68fa6f331e209131cea44667 |
| ERM | 87.98 | Not recorded | 68fa6f331e209131cea44667 |
| Group DRO | 87.46 | Not recorded | 68fa6f331e209131cea44667 |
| LfF | 87.24 | Not recorded | 68fa6f331e209131cea44667 |

### EnD

Guiding Score: 94.97. Result ID: 6990afee3a6c3148490275db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44667.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e481e209131cea3ef48.md>)

Recorded evaluation configuration: {"Spurious attribute label":true}. This record does not assert independent reproduction.

### SSL+ERM

Guiding Score: 94.15. Result ID: 6990afee3a6c3148490275df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44667.md>)

Recorded evaluation configuration: {"Spurious attribute label":false}. This record does not assert independent reproduction.

### CSAD

Guiding Score: 91.19. Result ID: 6990afee3a6c3148490275dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44667.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28f92.md>)

Recorded evaluation configuration: {"Spurious attribute label":true}. This record does not assert independent reproduction.

### LWBC

Guiding Score: 90.57. Result ID: 6990afee3a6c3148490275e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44667.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44667.md>)

[Implementation](<https://github.com/nayeong-v-kim/LWBC>)

Recorded evaluation configuration: {"Spurious attribute label":false}. This record does not assert independent reproduction.

### ERM

Guiding Score: 87.98. Result ID: 6990afee3a6c3148490275dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44667.md>)

Recorded evaluation configuration: {"Spurious attribute label":false}. This record does not assert independent reproduction.

### Group DRO

Guiding Score: 87.46. Result ID: 6990afee3a6c3148490275da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44667.md>)

Recorded evaluation configuration: {"Spurious attribute label":true}. This record does not assert independent reproduction.

### LfF

Guiding Score: 87.24. Result ID: 6990afee3a6c3148490275de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44667.md>)

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

Recorded evaluation configuration: {"Spurious attribute label":false}. This record does not assert independent reproduction.

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