# Image Classification on CelebA Synthetic Patch Adversarial Distribution shortcut (blond hair) (test)

Source: [Image Classification on CelebA Synthetic Patch Adversarial Distribution shortcut (blond hair) (test)](<https://www.sota2.com/research/sota/image-classification-on-celeba-synthetic-patch-adversarial-distribution-shortcut-blond-hair-test>)

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

Data updated: 2026-02-27T07:43:52.726Z

Evaluation of Image Classification performance on the specific test split of the CelebA dataset focusing on the Synthetic Patch Adversarial Distribution shortcut related to blond hair.

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 Synthetic Patch Adversarial Distribution shortcut (blond hair) (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-celeba-synthetic-patch-adversarial-distribution-shortcut-blond-hair-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Invariant | 92.07 | Not recorded | 68fa6e051e209131cea3d717 |
| Chroma-VAE | 87.24 | Not recorded | 68fa6e051e209131cea3d717 |
| Naive-Independent | 9.86 | Not recorded | 68fa6e051e209131cea3d717 |
| JTT | 6.52 | Not recorded | 68fa6e051e209131cea3d717 |
| Chroma-VAE | 6.03 | Not recorded | 68fa6e051e209131cea3d717 |
| Naive-VAE-Class | 4.69 | Not recorded | 68fa6e051e209131cea3d717 |
| Naive-Class | 4.45 | Not recorded | 68fa6e051e209131cea3d717 |
| Class-Conditional | 3.95 | Not recorded | 68fa6e051e209131cea3d717 |

### Invariant

Accuracy: 92.07. Result ID: 69a14b2f35dfcabb00e6125a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15133.md>)

[Implementation](<https://github.com/facebookresearch/InvariantRiskMinimization>)

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

### Chroma-VAE

Accuracy: 87.24. Result ID: 69a14b2f35dfcabb00e61261.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

[Implementation](<https://github.com/Wanqianxn/chroma-vae-public>)

Recorded evaluation configuration: {"classifier":"z2-clf"}. This record does not assert independent reproduction.

### Naive-Independent

Accuracy: 9.86. Result ID: 69a14b2f35dfcabb00e6125d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

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

### JTT

Accuracy: 6.52. Result ID: 69a14b2f35dfcabb00e6125f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ade1e209131cea2aeeb.md>)

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

### Chroma-VAE

Accuracy: 6.03. Result ID: 69a14b2f35dfcabb00e61260.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

[Implementation](<https://github.com/Wanqianxn/chroma-vae-public>)

Recorded evaluation configuration: {"classifier":"z1-clf"}. This record does not assert independent reproduction.

### Naive-VAE-Class

Accuracy: 4.69. Result ID: 69a14b2f35dfcabb00e6125c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2d1e209131cea3e5fb.md>)

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

### Naive-Class

Accuracy: 4.45. Result ID: 69a14b2f35dfcabb00e6125b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15133.md>)

[Implementation](<https://github.com/facebookresearch/InvariantRiskMinimization>)

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

### Class-Conditional

Accuracy: 3.95. Result ID: 69a14b2f35dfcabb00e6125e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e051e209131cea3d717.md>)

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

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