# Common and Salient Separation on CelebA-HQ Gender

Source: [Common and Salient Separation on CelebA-HQ Gender](<https://www.sota2.com/research/sota/common-and-salient-separation-on-celeba-hq-gender>)

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

Data updated: 2026-02-26T05:40:41.448Z

Evaluation of the model's ability to separate common features from salient features on the CelebA-HQ dataset, focusing on gender-related attributes, measured using C, S, and Delta metrics.

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 | Common and Salient Separation |
| Dataset (including any stated split) | CelebA-HQ Gender |
| Metric | Delta Separation Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Delta Separation Score](<https://www.sota2.com/research/sota/common-and-salient-separation-on-celeba-hq-gender.md?metric=Delta%20Separation%20Score>): Higher is better; unit: SCALAR.

- [Separation Metric C](<https://www.sota2.com/research/sota/common-and-salient-separation-on-celeba-hq-gender.md?metric=Separation%20Metric%20C>): Higher is better; unit: SCALAR.

- [Separation Metric S](<https://www.sota2.com/research/sota/common-and-salient-separation-on-celeba-hq-gender.md?metric=Separation%20Metric%20S>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Delta Separation Score | Result date | Report paper |
| --- | --- | --- | --- |
| Double InfoGAN | 0.4 | Not recorded | 6940e7ce456146936284faed |
| Ours | 0.12 | Not recorded | 6940e7ce456146936284faed |
| Expected | 0 | Not recorded | 6940e7ce456146936284faed |

### Double InfoGAN

Delta Separation Score: 0.4. Result ID: 69984d065698665ec4aa680b.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7ce456146936284faed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fe1e209131cea53f84.md>)

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

### Ours

Delta Separation Score: 0.12. Result ID: 69984d065698665ec4aa680c.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7ce456146936284faed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7ce456146936284faed.md>)

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

### Expected

Delta Separation Score: 0. Result ID: 69984d065698665ec4aa680d.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7ce456146936284faed.md>)

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

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