# Semantic Image Generation on FFHQ StyleGAN2 (test)

Source: [Semantic Image Generation on FFHQ StyleGAN2 (test)](<https://www.sota2.com/research/sota/semantic-image-generation-on-ffhq-stylegan2-test>)

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

Data updated: 2026-02-26T06:04:13.191Z

Evaluation of Semantic Image Generation performance on the test split of the FFHQ StyleGAN2 dataset, measured using Semantic accuracy.

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 | Semantic Image Generation |
| Dataset (including any stated split) | FFHQ StyleGAN2 (test) |
| Metric | Semantic Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Semantic Accuracy](<https://www.sota2.com/research/sota/semantic-image-generation-on-ffhq-stylegan2-test.md?metric=Semantic%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Semantic Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SCS (LSE) | 40 | Not recorded | 68fa69b21e209131cea237e5 |
| SCS (LSE) | 39.4 | Not recorded | 68fa69b21e209131cea237e5 |
| SCS (LSE) | 39.1 | Not recorded | 68fa69b21e209131cea237e5 |
| SCS (LSE) | 37.2 | Not recorded | 68fa69b21e209131cea237e5 |
| SCS (UNet) | 34.3 | Not recorded | 68fa69b21e209131cea237e5 |

### SCS (LSE)

Semantic Accuracy: 40. Result ID: 698dd647ffc3901de098fdf3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea237e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea237e5.md>)

[Implementation](<https://github.com/AtlantixJJ/LinearGAN>)

Recorded evaluation configuration: {"N (Shots)":"16","Backbone":"StyleGAN2"}. This record does not assert independent reproduction.

### SCS (LSE)

Semantic Accuracy: 39.4. Result ID: 698dd647ffc3901de098fdf2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea237e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea237e5.md>)

[Implementation](<https://github.com/AtlantixJJ/LinearGAN>)

Recorded evaluation configuration: {"N (Shots)":"8","Backbone":"StyleGAN2"}. This record does not assert independent reproduction.

### SCS (LSE)

Semantic Accuracy: 39.1. Result ID: 698dd647ffc3901de098fdf1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea237e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea237e5.md>)

[Implementation](<https://github.com/AtlantixJJ/LinearGAN>)

Recorded evaluation configuration: {"N (Shots)":"4","Backbone":"StyleGAN2"}. This record does not assert independent reproduction.

### SCS (LSE)

Semantic Accuracy: 37.2. Result ID: 698dd647ffc3901de098fdf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea237e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea237e5.md>)

[Implementation](<https://github.com/AtlantixJJ/LinearGAN>)

Recorded evaluation configuration: {"N (Shots)":"1","Backbone":"StyleGAN2"}. This record does not assert independent reproduction.

### SCS (UNet)

Semantic Accuracy: 34.3. Result ID: 698dd647ffc3901de098fdf4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea237e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Type":"Baseline","Backbone":"StyleGAN2"}. This record does not assert independent reproduction.

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