# Random Inpainting on ImageNet 64

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

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

Data updated: 2026-06-16T11:16:25.737Z

Evaluation of random image inpainting performance on the ImageNet 64 subset, measured using PSNR, SSIM, LPIPS, FID, and specialized MMD/CRPS metrics.

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 | Random Inpainting |
| Dataset (including any stated split) | ImageNet 64 |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher 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

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

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

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

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

- [MMD (pix)](<https://www.sota2.com/research/sota/random-inpainting-on-imagenet-64.md?metric=MMD%20(pix)>): Lower is better; unit: SCALAR.

- [MMD (Inc)](<https://www.sota2.com/research/sota/random-inpainting-on-imagenet-64.md?metric=MMD%20(Inc)>): Lower is better; unit: SCALAR.

- [CRPS (pix)](<https://www.sota2.com/research/sota/random-inpainting-on-imagenet-64.md?metric=CRPS%20(pix)>): Lower is better; unit: SCALAR.

- [CRPS (Inc)](<https://www.sota2.com/research/sota/random-inpainting-on-imagenet-64.md?metric=CRPS%20(Inc)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| EPS | 26.6 | Not recorded | 6a30d925d33dfb23e783d381 |
| EPS | 24.87 | Not recorded | 6a30d925d33dfb23e783d381 |
| EPS | 24.34 | Not recorded | 6a30d925d33dfb23e783d381 |
| Palette | 24.09 | Not recorded | 6a30d925d33dfb23e783d381 |
| ΠGDM | 23.95 | Not recorded | 6a30d925d33dfb23e783d381 |
| DDNM | 22.63 | Not recorded | 6a30d925d33dfb23e783d381 |
| DPS | 21.56 | Not recorded | 6a30d925d33dfb23e783d381 |
| DAPS | 20.89 | Not recorded | 6a30d925d33dfb23e783d381 |
| MPGD | 19.62 | Not recorded | 6a30d925d33dfb23e783d381 |

### EPS

PSNR: 26.6. Result ID: 6a31306ffbc373592c2e9213.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

Recorded evaluation configuration: {"NFE":"1","one-shot Tweedie evaluation":"true"}. This record does not assert independent reproduction.

### EPS

PSNR: 24.87. Result ID: 6a31306ffbc373592c2e9212.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

Recorded evaluation configuration: {"NFE":"20"}. This record does not assert independent reproduction.

### EPS

PSNR: 24.34. Result ID: 6a31306ffbc373592c2e9211.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction.

### Palette

PSNR: 24.09. Result ID: 6a31306ffbc373592c2e9210.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7e1e209131cea3452f.md>)

[Implementation](<https://diffusion-palette.github.io/>)

Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction.

### ΠGDM

PSNR: 23.95. Result ID: 6a31306ffbc373592c2e920e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction.

### DDNM

PSNR: 22.63. Result ID: 6a31306ffbc373592c2e920d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

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

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

Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction.

### DPS

PSNR: 21.56. Result ID: 6a31306ffbc373592c2e920b.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

Recorded evaluation configuration: {"NFE":"250"}. This record does not assert independent reproduction.

### DAPS

PSNR: 20.89. Result ID: 6a31306ffbc373592c2e920c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

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

Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction.

### MPGD

PSNR: 19.62. Result ID: 6a31306ffbc373592c2e920f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d925d33dfb23e783d381.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504ca.md>)

Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction.

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