# 4x Super-resolution on ImageNet 64x64 (val)

Source: [4x Super-resolution on ImageNet 64x64 (val)](<https://www.sota2.com/research/sota/4x-super-resolution-on-imagenet-64x64-val>)

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

Data updated: 2026-02-26T05:48:18.138Z

Evaluation of 4x Super-resolution models on the validation split of ImageNet rendered at 64x64 resolution, assessed using metrics such as 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 | 4x Super-resolution |
| Dataset (including any stated split) | ImageNet 64x64 (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/4x-super-resolution-on-imagenet-64x64-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/4x-super-resolution-on-imagenet-64x64-val.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| VML-MAPpre | 0.129 | Not recorded | 693ba16c6cfd488761a5509e |
| VML-MAP | 0.136 | Not recorded | 693ba16c6cfd488761a5509e |
| MAPGA | 0.204 | Not recorded | 693ba16c6cfd488761a5509e |
| DDRM | 0.234 | Not recorded | 693ba16c6cfd488761a5509e |
| ΠGDM | 0.241 | Not recorded | 693ba16c6cfd488761a5509e |

### VML-MAPpre

LPIPS: 0.129. Result ID: 699970dd5698665ec4defa39.

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

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

Recorded evaluation configuration: {"learning\_rate\_config":"Table 3 best config"}. This record does not assert independent reproduction.

### VML-MAP

LPIPS: 0.136. Result ID: 699970dd5698665ec4defa38.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MAPGA

LPIPS: 0.204. Result ID: 699970dd5698665ec4defa37.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa74d71e209131cea640a6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DDRM

LPIPS: 0.234. Result ID: 699970dd5698665ec4defa35.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ΠGDM

LPIPS: 0.241. Result ID: 699970dd5698665ec4defa36.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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