# Image Generation on CelebA (MS-SSIM, SWD)

Source: [Image Generation on CelebA (MS-SSIM, SWD)](<https://www.sota2.com/research/sota/image-generation-on-celeba-ms-ssim-swd>)

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

Data updated: 2026-02-26T05:50:34.047Z

Evaluation of image generation models on the CelebA dataset, reporting structural similarity (MS-SSIM) and various resolutions of Structural Wasserstein Distance (SWD).

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 | Image Generation |
| Dataset (including any stated split) | CelebA |
| Metric | MS-SSIM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [MS-SSIM](<https://www.sota2.com/research/sota/image-generation-on-celeba-ms-ssim-swd.md?metric=MS-SSIM>): Higher is better; unit: SCALAR.

- [SWD (128)](<https://www.sota2.com/research/sota/image-generation-on-celeba-ms-ssim-swd.md?metric=SWD%20(128)>): Lower is better; unit: SCALAR.

- [SWD (64)](<https://www.sota2.com/research/sota/image-generation-on-celeba-ms-ssim-swd.md?metric=SWD%20(64)>): Lower is better; unit: SCALAR.

- [SWD (32)](<https://www.sota2.com/research/sota/image-generation-on-celeba-ms-ssim-swd.md?metric=SWD%20(32)>): Lower is better; unit: SCALAR.

- [SWD (16)](<https://www.sota2.com/research/sota/image-generation-on-celeba-ms-ssim-swd.md?metric=SWD%20(16)>): Lower is better; unit: SCALAR.

- [SWD (Avg)](<https://www.sota2.com/research/sota/image-generation-on-celeba-ms-ssim-swd.md?metric=SWD%20(Avg)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MS-SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| ProGAN | 0.2894 | Not recorded | 68fa6a8d1e209131cea28bb2 |
| CoProGAN | 0.2875 | Not recorded | 68fa6a8d1e209131cea28bb2 |

### ProGAN

MS-SSIM: 0.2894. Result ID: 699ab9525698665ec4474d14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28bb2.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.

### CoProGAN

MS-SSIM: 0.2875. Result ID: 699ab9525698665ec4474d15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28bb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28bb2.md>)

[Implementation](<https://github.com/iduta/coconv>)

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

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