# Conditional Image Synthesis on MM-CelebA-HQ 1024x1024 1.0 (test)

Source: [Conditional Image Synthesis on MM-CelebA-HQ 1024x1024 1.0 (test)](<https://www.sota2.com/research/sota/conditional-image-synthesis-on-mm-celeba-hq-1024x1024-1-0-test>)

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

Data updated: 2026-02-26T06:04:06.311Z

Evaluation of conditional image synthesis models on the test split of the MM-CelebA-HQ dataset rendered at 1024x1024 resolution, covering various input conditions like unconditional, text, segmentation, and sketch.

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 | Conditional Image Synthesis |
| Dataset (including any stated split) | MM-CelebA-HQ 1024x1024 1.0 (test) |
| Metric | Score (Segmentation) |
| 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

- [Score (Segmentation)](<https://www.sota2.com/research/sota/conditional-image-synthesis-on-mm-celeba-hq-1024x1024-1-0-test.md?metric=Score%20(Segmentation)>): Higher is better; unit: SCALAR.

- [Score (Uncond)](<https://www.sota2.com/research/sota/conditional-image-synthesis-on-mm-celeba-hq-1024x1024-1-0-test.md?metric=Score%20(Uncond)>): Higher is better; unit: SCALAR.

- [Score (Text)](<https://www.sota2.com/research/sota/conditional-image-synthesis-on-mm-celeba-hq-1024x1024-1-0-test.md?metric=Score%20(Text)>): Higher is better; unit: SCALAR.

- [Score (Sketch)](<https://www.sota2.com/research/sota/conditional-image-synthesis-on-mm-celeba-hq-1024x1024-1-0-test.md?metric=Score%20(Sketch)>): Higher is better; unit: SCALAR.

- [Average Score (All)](<https://www.sota2.com/research/sota/conditional-image-synthesis-on-mm-celeba-hq-1024x1024-1-0-test.md?metric=Average%20Score%20(All)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score (Segmentation) | Result date | Report paper |
| --- | --- | --- | --- |
| SPADE-Seg | 48.6 | Not recorded | 68fa6b681e209131cea2e285 |
| TediGAN | 45.1 | Not recorded | 68fa6b681e209131cea2e285 |
| pSp-Seg | 44.1 | Not recorded | 68fa6b681e209131cea2e285 |
| PoE-GAN | 9.9 | Not recorded | 68fa6b681e209131cea2e285 |

### SPADE-Seg

Score (Segmentation): 48.6. Result ID: 698e8930ffc3901de09e7062.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e285.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Implementation](<https://github.com/NVlabs/SPADE>)

Recorded evaluation configuration: {"Resolution":"1024x1024"}. This record does not assert independent reproduction.

### TediGAN

Score (Segmentation): 45.1. Result ID: 698e8930ffc3901de09e7066.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e285.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea2325f.md>)

[Implementation](<https://github.com/weihaox/TediGAN>)

Recorded evaluation configuration: {"Resolution":"1024x1024"}. This record does not assert independent reproduction.

### pSp-Seg

Score (Segmentation): 44.1. Result ID: 698e8930ffc3901de09e7063.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e285.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69c91e209131cea23f98.md>)

Recorded evaluation configuration: {"Resolution":"1024x1024"}. This record does not assert independent reproduction.

### PoE-GAN

Score (Segmentation): 9.9. Result ID: 698e8930ffc3901de09e7067.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e285.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e285.md>)

Recorded evaluation configuration: {"Resolution":"1024x1024"}. This record does not assert independent reproduction.

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