# Image Inpainting on ImageNet (64x64)

Source: [Image Inpainting on ImageNet (64x64)](<https://www.sota2.com/research/sota/image-inpainting-on-imagenet-64x64>)

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

Data updated: 2026-05-13T08:43:57.615Z

Evaluation of image inpainting performance on the 64x64 resolution subset of the ImageNet dataset, measured using 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 | Inpainting 64x64 |
| Dataset (including any stated split) | ImageNet |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-imagenet-64x64.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-inpainting-on-imagenet-64x64.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-inpainting-on-imagenet-64x64.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/image-inpainting-on-imagenet-64x64.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| DiffPIR | 29.18 | Not recorded | 6a0405bddbc836b87d82770e |
| DDRM | 29.11 | Not recorded | 6a0405bddbc836b87d82770e |
| DAPS | 28.8 | Not recorded | 6a0405bddbc836b87d82770e |
| OptDiff | 28.36 | Not recorded | 6a0405bddbc836b87d82770e |
| DDNM | 28.07 | Not recorded | 6a0405bddbc836b87d82770e |
| RED-diff | 27.7 | Not recorded | 6a0405bddbc836b87d82770e |

### DiffPIR

PSNR: 29.18. Result ID: 6a04389c47f34ce924ea23d1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f5a1e209131cea45311.md>)

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

### DDRM

PSNR: 29.11. Result ID: 6a04389c47f34ce924ea23cf.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.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.

### DAPS

PSNR: 28.8. Result ID: 6a04389c47f34ce924ea23d3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa31e209131cea84481.md>)

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

### OptDiff

PSNR: 28.36. Result ID: 6a04389c47f34ce924ea23d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

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

### DDNM

PSNR: 28.07. Result ID: 6a04389c47f34ce924ea23d0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb9.md>)

[Implementation](<https://github.com/wyhuai/DDNM>)

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

### RED-diff

PSNR: 27.7. Result ID: 6a04389c47f34ce924ea23d2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5af61e209131ce9c4296.md>)

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

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