# Box Inpainting on ImageNet-64

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

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

Data updated: 2026-06-16T11:16:25.765Z

Evaluation of image inpainting performance using box masking on the ImageNet-64 dataset, measured by PSNR, SSIM, LPIPS, FID, and related 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 | Box 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/box-inpainting-on-imagenet-64.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

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

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

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

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

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| EPS | 23.6 | Not recorded | 6a30d925d33dfb23e783d381 |
| EPS | 21.72 | Not recorded | 6a30d925d33dfb23e783d381 |
| EPS | 21.24 | Not recorded | 6a30d925d33dfb23e783d381 |
| Palette | 21.12 | Not recorded | 6a30d925d33dfb23e783d381 |
| DAPS | 20.62 | Not recorded | 6a30d925d33dfb23e783d381 |
| ΠGDM | 20.53 | Not recorded | 6a30d925d33dfb23e783d381 |
| DDNM | 20.38 | Not recorded | 6a30d925d33dfb23e783d381 |
| DPS | 19.44 | Not recorded | 6a30d925d33dfb23e783d381 |
| MPGD | 19.35 | Not recorded | 6a30d925d33dfb23e783d381 |

### EPS

PSNR: 23.6. Result ID: 6a31306ffbc373592c2e921c.

[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: 21.72. Result ID: 6a31306ffbc373592c2e921b.

[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: 21.24. Result ID: 6a31306ffbc373592c2e921a.

[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: 21.12. Result ID: 6a31306ffbc373592c2e9219.

[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.

### DAPS

PSNR: 20.62. Result ID: 6a31306ffbc373592c2e9215.

[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.

### ΠGDM

PSNR: 20.53. Result ID: 6a31306ffbc373592c2e9217.

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

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

### DDNM

PSNR: 20.38. Result ID: 6a31306ffbc373592c2e9216.

[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: 19.44. Result ID: 6a31306ffbc373592c2e9214.

[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.

### MPGD

PSNR: 19.35. Result ID: 6a31306ffbc373592c2e9218.

[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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