# Super-resolution on ImageNet (val)

Source: [Super-resolution on ImageNet (val)](<https://www.sota2.com/research/sota/super-resolution-on-imagenet-val>)

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

Data updated: 2026-02-26T05:58:56.752Z

Evaluation of Super-resolution models on the validation split of the ImageNet dataset, specifically measured using human preference scores.

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 | Super-resolution |
| Dataset (including any stated split) | ImageNet (val) |
| Metric | Preference vs GT (%) |
| Unit | PERCENT |
| Direction | Higher 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

- [Preference vs GT (%)](<https://www.sota2.com/research/sota/super-resolution-on-imagenet-val.md?metric=Preference%20vs%20GT%20(%25)>): Higher is better; unit: PERCENT.

- [Preference Score](<https://www.sota2.com/research/sota/super-resolution-on-imagenet-val.md?metric=Preference%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Preference vs GT (%) | Result date | Report paper |
| --- | --- | --- | --- |
| LDM-4 | 30.4 | Not recorded | 68fa6c391e209131cea32e4a |
| Pixel-DM | 16 | Not recorded | 68fa6c391e209131cea32e4a |

### LDM-4

Preference vs GT (%): 30.4. Result ID: 698ef9233a6c314849f42e45.

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

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

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

Recorded evaluation configuration: {"f":4}. This record does not assert independent reproduction.

### Pixel-DM

Preference vs GT (%): 16. Result ID: 698ef9233a6c314849f42e44.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a461e209131cea2738f.md>)

[Implementation](<https://tinyurl.com/sr3-human-eval-code>)

Recorded evaluation configuration: {"f":1}. This record does not assert independent reproduction.

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