# Image Inpainting on ImageNet256 Rotated Window

Source: [Image Inpainting on ImageNet256 Rotated Window](<https://www.sota2.com/research/sota/image-inpainting-on-imagenet256-rotated-window>)

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

Data updated: 2026-05-01T07:05:12.412Z

Evaluation of image inpainting performance on the ImageNet 256 dataset subset featuring rotated window masks, measured using PSNR, SSIM, LPIPS, and KID.

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) | ImageNet256 Rotated Window |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-imagenet256-rotated-window.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-inpainting-on-imagenet256-rotated-window.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/image-inpainting-on-imagenet256-rotated-window.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [KID](<https://www.sota2.com/research/sota/image-inpainting-on-imagenet256-rotated-window.md?metric=KID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| VIPaint-2 | 9.43 | Not recorded | 68fa75e01e209131cea6a64d |
| MGPS | 7.89 | Not recorded | 68fa75e01e209131cea6a64d |
| ReSample | 7.58 | Not recorded | 68fa75e01e209131cea6a64d |
| PSLD | 7.51 | Not recorded | 68fa75e01e209131cea6a64d |
| DPS | 7.35 | Not recorded | 68fa75e01e209131cea6a64d |

### VIPaint-2

PSNR: 9.43. Result ID: 69f450a047f34ce924d9bc20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e01e209131cea6a64d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e01e209131cea6a64d.md>)

Recorded evaluation configuration: {"Resolution":"256x256","Model Type":"Latent DM"}. This record does not assert independent reproduction.

### MGPS

PSNR: 7.89. Result ID: 69f450a047f34ce924d9bc21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e01e209131cea6a64d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76601e209131cea6cba7.md>)

Recorded evaluation configuration: {"Resolution":"256x256","Model Type":"Latent DM"}. This record does not assert independent reproduction.

### ReSample

PSNR: 7.58. Result ID: 69f450a047f34ce924d9bc22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e01e209131cea6a64d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596ef.md>)

Recorded evaluation configuration: {"Resolution":"256x256","Model Type":"Latent DM"}. This record does not assert independent reproduction.

### PSLD

PSNR: 7.51. Result ID: 69f450a047f34ce924d9bc23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e01e209131cea6a64d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea48057.md>)

[Implementation](<https://github.com/LituRout/PSLD>)

Recorded evaluation configuration: {"Resolution":"256x256","Model Type":"Latent DM"}. This record does not assert independent reproduction.

### DPS

PSNR: 7.35. Result ID: 69f450a047f34ce924d9bc24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e01e209131cea6a64d.md>)

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

Recorded evaluation configuration: {"Resolution":"256x256","Model Type":"Latent DM"}. This record does not assert independent reproduction.

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