# Image Inpainting on CelebA-HQ thick mask

Source: [Image Inpainting on CelebA-HQ thick mask](<https://www.sota2.com/research/sota/image-inpainting-on-celeba-hq-thick-mask>)

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

Data updated: 2026-02-26T05:56:05.020Z

Evaluation of image inpainting performance on the CelebA-HQ dataset using thick masks, typically measured by PSNR, SSIM, LPIPS, and FID.

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 Inpainting |
| Dataset (including any stated split) | CelebA-HQ thick mask |
| 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-inpainting-on-celeba-hq-thick-mask.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-inpainting-on-celeba-hq-thick-mask.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-inpainting-on-celeba-hq-thick-mask.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/image-inpainting-on-celeba-hq-thick-mask.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| GOUB | 22.27 | Not recorded | 68fa73461e209131cea5b792 |
| IRSDE | 21.12 | Not recorded | 68fa73461e209131cea5b792 |
| DDRM | 19.48 | Not recorded | 68fa73461e209131cea5b792 |

### GOUB

PSNR: 22.27. Result ID: 6992b53c3a6c31484910e5e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73461e209131cea5b792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73461e209131cea5b792.md>)

[Implementation](<https://github.com/Hammour-steak/GOUB>)

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

### IRSDE

PSNR: 21.12. Result ID: 6992b53c3a6c31484910e5e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73461e209131cea5b792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46793.md>)

[Implementation](<https://github.com/Algolzw/image-restoration-sde>)

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

### DDRM

PSNR: 19.48. Result ID: 6992b53c3a6c31484910e5e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73461e209131cea5b792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

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

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