# Text-to-image synthesis on MM-CelebA-HQ 256x256

Source: [Text-to-image synthesis on MM-CelebA-HQ 256x256](<https://www.sota2.com/research/sota/text-to-image-synthesis-on-mm-celeba-hq-256x256>)

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

Data updated: 2026-02-26T05:44:14.947Z

Evaluation of Text-to-Image synthesis models using the MM-CelebA-HQ dataset rendered at 256x256 resolution, typically measured by FID and LPIPS.

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 | Text-to-image synthesis |
| Dataset (including any stated split) | MM-CelebA-HQ 256x256 |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower 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

- [FID](<https://www.sota2.com/research/sota/text-to-image-synthesis-on-mm-celeba-hq-256x256.md?metric=FID>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/text-to-image-synthesis-on-mm-celeba-hq-256x256.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| PoE-GAN | 13.71 | Not recorded | 68fa6b681e209131cea2e285 |
| M6-UFC | 66.72 | Not recorded | 68fa6b681e209131cea2e285 |
| TediGAN | 106.37 | Not recorded | 68fa6b681e209131cea2e285 |
| ControlGAN | 116.32 | Not recorded | 68fa6b681e209131cea2e285 |
| AttnGAN | 125.98 | Not recorded | 68fa6b681e209131cea2e285 |
| DM-GAN | 131.05 | Not recorded | 68fa6b681e209131cea2e285 |
| DF-GAN | 137.6 | Not recorded | 68fa6b681e209131cea2e285 |

### PoE-GAN

FID: 13.71. Result ID: 698e8930ffc3901de09e704f.

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

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

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

### M6-UFC

FID: 66.72. Result ID: 698e8930ffc3901de09e704e.

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

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

### TediGAN

FID: 106.37. Result ID: 698e8930ffc3901de09e704d.

[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: Not recorded. This record does not assert independent reproduction.

### ControlGAN

FID: 116.32. Result ID: 698e8930ffc3901de09e704a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d31e209131cea12ad1.md>)

[Implementation](<https://github.com/mrlibw/ControlGAN>)

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

### AttnGAN

FID: 125.98. Result ID: 698e8930ffc3901de09e7049.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d71e209131cea012cb.md>)

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

### DM-GAN

FID: 131.05. Result ID: 698e8930ffc3901de09e704c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa658f1e209131cea0b296.md>)

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

### DF-GAN

FID: 137.6. Result ID: 698e8930ffc3901de09e704b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b53d.md>)

[Implementation](<https://github.com/tobran/DF-GAN>)

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

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