# Real-world Image Super-Resolution on RealSet80

Source: [Real-world Image Super-Resolution on RealSet80](<https://www.sota2.com/research/sota/real-world-image-super-resolution-on-realset80>)

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

Data updated: 2026-03-20T09:33:33.855Z

Evaluation of Real-world Image Super-Resolution performance on the RealSet80 dataset, utilizing NIQE, MUSIQ, MANIQA, CLIPIQA, and LIQE metrics.

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 | Real-world Image Super-Resolution |
| Dataset (including any stated split) | RealSet80 |
| Metric | NIQE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [NIQE](<https://www.sota2.com/research/sota/real-world-image-super-resolution-on-realset80.md?metric=NIQE>): Lower is better; unit: SCALAR.

- [MUSIQ](<https://www.sota2.com/research/sota/real-world-image-super-resolution-on-realset80.md?metric=MUSIQ>): Higher is better; unit: SCALAR.

- [MANIQA](<https://www.sota2.com/research/sota/real-world-image-super-resolution-on-realset80.md?metric=MANIQA>): Higher is better; unit: SCALAR.

- [CLIPIQA](<https://www.sota2.com/research/sota/real-world-image-super-resolution-on-realset80.md?metric=CLIPIQA>): Higher is better; unit: SCALAR.

- [LIQE](<https://www.sota2.com/research/sota/real-world-image-super-resolution-on-realset80.md?metric=LIQE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | NIQE | Result date | Report paper |
| --- | --- | --- | --- |
| SwinIR | 4.1601 | Not recorded | 68fa7b241e209131cea86cdf |
| OFTSR | 4.1826 | Not recorded | 68fa7b241e209131cea86cdf |
| OFTSR | 4.3713 | Not recorded | 68fa7b241e209131cea86cdf |
| SinSR | 5.6182 | Not recorded | 68fa7b241e209131cea86cdf |
| ResShift | 6.1955 | Not recorded | 68fa7b241e209131cea86cdf |
| NAFNet | 8.8794 | Not recorded | 68fa7b241e209131cea86cdf |

### SwinIR

NIQE: 4.1601. Result ID: 69bd145947f34ce924a77893.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b241e209131cea86cdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294aa.md>)

[Implementation](<https://github.com/JingyunLiang/SwinIR>)

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

### OFTSR

NIQE: 4.1826. Result ID: 69bd145947f34ce924a77898.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b241e209131cea86cdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b241e209131cea86cdf.md>)

Recorded evaluation configuration: {"Inference Steps":"1s","t":"1"}. This record does not assert independent reproduction.

### OFTSR

NIQE: 4.3713. Result ID: 69bd145947f34ce924a77897.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b241e209131cea86cdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b241e209131cea86cdf.md>)

Recorded evaluation configuration: {"Inference Steps":"15s"}. This record does not assert independent reproduction.

### SinSR

NIQE: 5.6182. Result ID: 69bd145947f34ce924a77896.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b241e209131cea86cdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714a1e209131cea5075c.md>)

[Implementation](<https://github.com/wyf0912/SinSR/>)

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

### ResShift

NIQE: 6.1955. Result ID: 69bd145947f34ce924a77895.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b241e209131cea86cdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e51e209131cea4dbe5.md>)

Recorded evaluation configuration: {"Inference Steps":"15s"}. This record does not assert independent reproduction.

### NAFNet

NIQE: 8.8794. Result ID: 69bd145947f34ce924a77894.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b241e209131cea86cdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1d1e209131cea37def.md>)

[Implementation](<https://www.sota2.com/github.com/megvii-research/NAFNet>)

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

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