# Random Inpainting on ImageNet 256x256 (val)

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

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

Data updated: 2026-03-04T11:01:03.238Z

Evaluation of image inpainting performance using random masking on the validation split of ImageNet at 256x256 resolution, measured using FID and PSNR.

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 256x256 (val) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

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

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| EquiCon-PSLD | 65.14 | Not recorded | 68fa78ec1e209131cea7b3f6 |
| PSLD | 83.22 | Not recorded | 68fa78ec1e209131cea7b3f6 |

### EquiCon-PSLD

FID: 65.14. Result ID: 69a810e16dbb7075b94dc098.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78ec1e209131cea7b3f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ec1e209131cea7b3f6.md>)

Recorded evaluation configuration: {"Resolution":"256 x 256","Noise level (sigma\_y)":"0.05","Model Type":"Latent Diffusion"}. This record does not assert independent reproduction.

### PSLD

FID: 83.22. Result ID: 69a810e16dbb7075b94dc097.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78ec1e209131cea7b3f6.md>)

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

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

Recorded evaluation configuration: {"Resolution":"256 x 256","Noise level (sigma\_y)":"0.05","Model Type":"Latent Diffusion"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.