# Unconditional Image Synthesis on CelebA 128x128

Source: [Unconditional Image Synthesis on CelebA 128x128](<https://www.sota2.com/research/sota/unconditional-image-synthesis-on-celeba-128x128>)

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

Data updated: 2026-02-26T05:44:14.862Z

Evaluation of unconditional image synthesis models on the CelebA dataset rendered at 128x128 resolution, typically measured by FID and IS.

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 | Unconditional Image Synthesis |
| Dataset (including any stated split) | CelebA 128 x 128 |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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/unconditional-image-synthesis-on-celeba-128x128.md?metric=FID>): Lower is better; unit: SCALAR.

- [IS](<https://www.sota2.com/research/sota/unconditional-image-synthesis-on-celeba-128x128.md?metric=IS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| U-Net GAN | 2.95 | Not recorded | 68fa69971e209131cea22eac |
| BigGAN | 4.54 | Not recorded | 68fa69971e209131cea22eac |
| TransGAN | 5.28 | Not recorded | 68fa6b601e209131cea2dd4c |
| StyleGAN-V2 | 5.4 | Not recorded | 68fa6b601e209131cea2dd4c |
| StyleGAN-V2 | 5.59 | Not recorded | 68fa6b601e209131cea2dd4c |
| COCO-GAN | 5.74 | Not recorded | 68fa69971e209131cea22eac |
| COCO-GAN | 5.74 | Not recorded | 68fa6b601e209131cea2dd4c |
| PG-GAN | 7.3 | Not recorded | 68fa69971e209131cea22eac |
| Progressive-GAN | 7.3 | Not recorded | 68fa6b601e209131cea2dd4c |

### U-Net GAN

FID: 2.95. Result ID: 698dbd8f8b517eb433237152.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22eac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22eac.md>)

[Implementation](<https://github.com/boschresearch/unetgan>)

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

### BigGAN

FID: 4.54. Result ID: 698dbd8f8b517eb433237151.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22eac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65661e209131cea0a090.md>)

[Implementation](<https://tfhub.dev/s?q=biggan>)

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

### TransGAN

FID: 5.28. Result ID: 698e8289ffc3901de09e3813.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b601e209131cea2dd4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b601e209131cea2dd4c.md>)

[Implementation](<https://github.com/VITA-Group/TransGAN>)

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

### StyleGAN-V2

FID: 5.4. Result ID: 698e8289ffc3901de09e3812.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b601e209131cea2dd4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68df1e209131cea1edba.md>)

[Implementation](<https://github.com/mit-han-lab/data-efficient-gans>)

Recorded evaluation configuration: {"Data Augmentation":"DiffAug","Trained with official code":true}. This record does not assert independent reproduction.

### StyleGAN-V2

FID: 5.59. Result ID: 698e8289ffc3901de09e3811.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b601e209131cea2dd4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68df1e209131cea1edba.md>)

[Implementation](<https://github.com/mit-han-lab/data-efficient-gans>)

Recorded evaluation configuration: {"Trained with official code":true}. This record does not assert independent reproduction.

### COCO-GAN

FID: 5.74. Result ID: 698dbd8f8b517eb433237150.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22eac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e81e209131cea13113.md>)

[Implementation](<https://github.com/bioinf-jku/TTUR>)

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

### COCO-GAN

FID: 5.74. Result ID: 698e8289ffc3901de09e3810.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b601e209131cea2dd4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e81e209131cea13113.md>)

[Implementation](<https://github.com/bioinf-jku/TTUR>)

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

### PG-GAN

FID: 7.3. Result ID: 698dbd8f8b517eb43323714f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22eac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64151e209131cea02a8e.md>)

[Implementation](<https://github.com/tkarras/progressive_growing_of_gans>)

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

### Progressive-GAN

FID: 7.3. Result ID: 698e8289ffc3901de09e380f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b601e209131cea2dd4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64151e209131cea02a8e.md>)

[Implementation](<https://github.com/tkarras/progressive_growing_of_gans>)

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

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