# Image Purification on CelebA & WikiArt Average, AdvDM-perturbed (test)

Source: [Image Purification on CelebA & WikiArt Average, AdvDM-perturbed (test)](<https://www.sota2.com/research/sota/image-purification-on-celeba-and-wikiart-average-advdm-perturbed-test>)

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

Data updated: 2026-02-26T05:56:07.186Z

Evaluation of Image Purification performance using PSNR and SSIM metrics on a test set derived from an average of CelebA and WikiArt datasets, specifically focusing on AdvDM-perturbed samples.

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 Purification |
| Dataset (including any stated split) | CelebA & WikiArt Average, AdvDM-perturbed (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [PSNR](<https://www.sota2.com/research/sota/image-purification-on-celeba-and-wikiart-average-advdm-perturbed-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-purification-on-celeba-and-wikiart-average-advdm-perturbed-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| GrIDPure | 30.6 | Not recorded | 68fa73e21e209131cea5eaa1 |
| DiffPure | 23.2 | Not recorded | 68fa73e21e209131cea5eaa1 |
| DiffPure | 22.24 | Not recorded | 68fa73e21e209131cea5eaa1 |

### GrIDPure

PSNR: 30.6. Result ID: 699323753a6c31484913fb62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e21e209131cea5eaa1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e21e209131cea5eaa1.md>)

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

### DiffPure

PSNR: 23.2. Result ID: 699323753a6c31484913fb60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e21e209131cea5eaa1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

Recorded evaluation configuration: {"Diffusion steps (t)":50}. This record does not assert independent reproduction.

### DiffPure

PSNR: 22.24. Result ID: 699323753a6c31484913fb61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e21e209131cea5eaa1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

Recorded evaluation configuration: {"Diffusion steps (t)":100}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.