# Attribute Swapping on FFHQ Swap X to Y high-quality (test)

Source: [Attribute Swapping on FFHQ Swap X to Y high-quality (test)](<https://www.sota2.com/research/sota/attribute-swapping-on-ffhq-swap-x-to-y-high-quality-test>)

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

Data updated: 2026-02-26T05:46:49.607Z

Evaluation of Attribute Swapping performance on the test split of the FFHQ dataset, specifically focusing on high-quality X to Y swaps. Metrics include ID Similarity and FID-Y.

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 | Attribute Swapping |
| Dataset (including any stated split) | FFHQ Swap X to Y high-quality (test) |
| Metric | ID Similarity |
| Unit | SCALAR |
| 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

- [ID Similarity](<https://www.sota2.com/research/sota/attribute-swapping-on-ffhq-swap-x-to-y-high-quality-test.md?metric=ID%20Similarity>): Higher is better; unit: SCALAR.

- [FID-Y](<https://www.sota2.com/research/sota/attribute-swapping-on-ffhq-swap-x-to-y-high-quality-test.md?metric=FID-Y>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ID Similarity | Result date | Report paper |
| --- | --- | --- | --- |
| pSp-cs-Ref | 0.804 | Not recorded | 6940e7ce456146936284faed |
| H-space-cs | 0.604 | Not recorded | 6940e7ce456146936284faed |
| pSp-cs | 0.601 | Not recorded | 6940e7ce456146936284faed |
| DiffAE-cs | 0.57 | Not recorded | 6940e7ce456146936284faed |
| Double InfoGAN | 0.158 | Not recorded | 6940e7ce456146936284faed |
| Sep-VAE | 0.142 | Not recorded | 6940e7ce456146936284faed |
| MMc-VAE | 0.085 | Not recorded | 6940e7ce456146936284faed |

### pSp-cs-Ref

ID Similarity: 0.804. Result ID: 69984d065698665ec4aa686d.

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

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

Recorded evaluation configuration: {"Framework":"CS-StyleGAN","Refinement":"F-space"}. This record does not assert independent reproduction.

### H-space-cs

ID Similarity: 0.604. Result ID: 69984d065698665ec4aa686b.

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

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

Recorded evaluation configuration: {"Framework":"Common-Salient"}. This record does not assert independent reproduction.

### pSp-cs

ID Similarity: 0.601. Result ID: 69984d065698665ec4aa686c.

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

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

Recorded evaluation configuration: {"Framework":"CS-StyleGAN"}. This record does not assert independent reproduction.

### DiffAE-cs

ID Similarity: 0.57. Result ID: 69984d065698665ec4aa686a.

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

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

Recorded evaluation configuration: {"Framework":"CS-Diffusion"}. This record does not assert independent reproduction.

### Double InfoGAN

ID Similarity: 0.158. Result ID: 69984d065698665ec4aa6869.

[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.

### Sep-VAE

ID Similarity: 0.142. Result ID: 69984d065698665ec4aa6868.

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

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

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

### MMc-VAE

ID Similarity: 0.085. Result ID: 69984d065698665ec4aa6867.

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