# Half-mask Inpainting on ImageNet 256x256 (val)

Source: [Half-mask Inpainting on ImageNet 256x256 (val)](<https://www.sota2.com/research/sota/half-mask-inpainting-on-imagenet-256x256-val>)

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

Data updated: 2026-02-26T05:48:18.214Z

Evaluation of image inpainting performance using half-mask corruption on the validation split of ImageNet at 256x256 resolution, measured using 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 | Half-mask Inpainting |
| Dataset (including any stated split) | ImageNet 256x256 (val) |
| Metric | LPIPS |
| Unit | SCALAR |
| Direction | Lower 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

- [LPIPS](<https://www.sota2.com/research/sota/half-mask-inpainting-on-imagenet-256x256-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/half-mask-inpainting-on-imagenet-256x256-val.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| VML-MAPτ | 0.287 | Not recorded | 693ba16c6cfd488761a5509e |
| VML-MAPτ\_pre | 0.287 | Not recorded | 693ba16c6cfd488761a5509e |
| DAPS-4K | 0.392 | Not recorded | 693ba16c6cfd488761a5509e |
| ΠGDM | 0.396 | Not recorded | 693ba16c6cfd488761a5509e |
| TMPD | 0.407 | Not recorded | 693ba16c6cfd488761a5509e |

### VML-MAPτ

LPIPS: 0.287. Result ID: 699970dd5698665ec4defa52.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16c6cfd488761a5509e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693ba16c6cfd488761a5509e.md>)

Recorded evaluation configuration: {"Noise Level (σy)":"0.05","Preconditioned":false}. This record does not assert independent reproduction.

### VML-MAPτ\_pre

LPIPS: 0.287. Result ID: 699970dd5698665ec4defa53.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16c6cfd488761a5509e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693ba16c6cfd488761a5509e.md>)

Recorded evaluation configuration: {"Noise Level (σy)":"0.05","Preconditioned":true}. This record does not assert independent reproduction.

### DAPS-4K

LPIPS: 0.392. Result ID: 699970dd5698665ec4defa51.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16c6cfd488761a5509e.md>)

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

Recorded evaluation configuration: {"Noise Level (σy)":"0.05"}. This record does not assert independent reproduction.

### ΠGDM

LPIPS: 0.396. Result ID: 699970dd5698665ec4defa4f.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16c6cfd488761a5509e.md>)

Recorded evaluation configuration: {"Noise Level (σy)":"0.05"}. This record does not assert independent reproduction.

### TMPD

LPIPS: 0.407. Result ID: 699970dd5698665ec4defa50.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16c6cfd488761a5509e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ecb1e209131cea97db0.md>)

Recorded evaluation configuration: {"Noise Level (σy)":"0.05"}. This record does not assert independent reproduction.

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