# Out-painting on ImageNet (test)

Source: [Out-painting on ImageNet (test)](<https://www.sota2.com/research/sota/out-painting-on-imagenet-test>)

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

Data updated: 2026-07-01T06:46:17.160Z

Evaluation of image out-painting performance on the test split of the ImageNet dataset, measured using 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 | Out-painting |
| Dataset (including any stated split) | ImageNet (test) |
| 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/out-painting-on-imagenet-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Immiscible SD KNN | 27.57 | Not recorded | 68fa78c91e209131cea7a83d |
| Vanilla SD | 29.34 | Not recorded | 68fa78c91e209131cea7a83d |

### Immiscible SD KNN

FID: 27.57. Result ID: 6a44b7b873d097d845bdb196.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c91e209131cea7a83d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c91e209131cea7a83d.md>)

Recorded evaluation configuration: {"Architecture":"Stable Diffusion","Noise Selection":"KNN"}. This record does not assert independent reproduction.

### Vanilla SD

FID: 29.34. Result ID: 6a44b7b873d097d845bdb195.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c91e209131cea7a83d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Architecture":"Stable Diffusion"}. This record does not assert independent reproduction.

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