# Salient Attribute Swapping on FFHQ Glasses Attribute

Source: [Salient Attribute Swapping on FFHQ Glasses Attribute](<https://www.sota2.com/research/sota/salient-attribute-swapping-on-ffhq-glasses-attribute>)

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

Data updated: 2026-06-05T09:34:02.708Z

Evaluation of Salient Attribute Swapping performance on the FFHQ Glasses Attribute dataset, reporting general accuracy, identity similarity (ID-Sim), attribute-specific accuracies (Gender, Smile), and Pose error (MAE).

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 | Salient Attribute Swapping |
| Dataset (including any stated split) | FFHQ Glasses Attribute |
| 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/salient-attribute-swapping-on-ffhq-glasses-attribute.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ID Similarity](<https://www.sota2.com/research/sota/salient-attribute-swapping-on-ffhq-glasses-attribute.md?metric=ID%20Similarity>): Higher is better; unit: SCALAR.

- [Gender Accuracy](<https://www.sota2.com/research/sota/salient-attribute-swapping-on-ffhq-glasses-attribute.md?metric=Gender%20Accuracy>): Higher is better; unit: PERCENT.

- [Smile Accuracy](<https://www.sota2.com/research/sota/salient-attribute-swapping-on-ffhq-glasses-attribute.md?metric=Smile%20Accuracy>): Higher is better; unit: PERCENT.

- [Pose MAE](<https://www.sota2.com/research/sota/salient-attribute-swapping-on-ffhq-glasses-attribute.md?metric=Pose%20MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Diff-CA | 94.5 | Not recorded | 6a22587c86173ad9c1468a4b |
| D.InfoGAN | 47 | Not recorded | 6a22587c86173ad9c1468a4b |
| SepVAE | 19.6 | Not recorded | 6a22587c86173ad9c1468a4b |
| MM-cVAE | 11.8 | Not recorded | 6a22587c86173ad9c1468a4b |

### Diff-CA

Accuracy: 94.5. Result ID: 6a229808fbc373592c2117c4.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

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

### D.InfoGAN

Accuracy: 47. Result ID: 6a229808fbc373592c2117c3.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

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

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

### SepVAE

Accuracy: 19.6. Result ID: 6a229808fbc373592c2117c2.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d61e209131cea58d4d.md>)

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

### MM-cVAE

Accuracy: 11.8. Result ID: 6a229808fbc373592c2117c1.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd71e209131cea307d2.md>)

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

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