# Image Super-Resolution on RealSet65

Source: [Image Super-Resolution on RealSet65](<https://www.sota2.com/research/sota/image-super-resolution-on-realset65>)

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

Data updated: 2026-06-11T08:16:32.996Z

Evaluation of Image Super-Resolution performance on the RealSet65 dataset, measured using CLIPIQA and MUSIQ 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 | Image Super-Resolution |
| Dataset (including any stated split) | RealSet65 |
| Metric | MUSIQ Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| 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

- [MUSIQ Score](<https://www.sota2.com/research/sota/image-super-resolution-on-realset65.md?metric=MUSIQ%20Score>): Higher is better; unit: PERCENT.

- [CLIPIQA Score](<https://www.sota2.com/research/sota/image-super-resolution-on-realset65.md?metric=CLIPIQA%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MUSIQ Score | Result date | Report paper |
| --- | --- | --- | --- |
| TSD-SR | 70.958 | Not recorded | 68fa7bd31e209131cea8abde |
| TSD-SR | 70.958 | Not recorded | 68fa7bd31e209131cea8abde |
| FluxSR | 70.75 | Not recorded | 68fa7bd31e209131cea8abde |
| CCSR | 70.731 | Not recorded | 68fa7bd31e209131cea8abde |
| D^3SR | 70.25 | Not recorded | 68fa7bd31e209131cea8abde |
| PiSA-SR | 70.208 | Not recorded | 68fa7bd31e209131cea8abde |
| PiSA-SR | 70.208 | Not recorded | 68fa7bd31e209131cea8abde |
| AdcSR | 69.185 | Not recorded | 68fa7bd31e209131cea8abde |
| AdcSR | 69.185 | Not recorded | 68fa7bd31e209131cea8abde |
| RSD | 69.172 | Not recorded | 68fa7bd31e209131cea8abde |
| RSD (Ours) | 69.172 | Not recorded | 68fa7bd31e209131cea8abde |
| OSEDiff | 68.853 | Not recorded | 68fa7bd31e209131cea8abde |
| OSEDiff | 68.853 | Not recorded | 68fa7bd31e209131cea8abde |
| RSD (distill only) | 68.383 | Not recorded | 68fa7bd31e209131cea8abde |
| RSD (Ours, distill only) | 68.383 | Not recorded | 68fa7bd31e209131cea8abde |
| InvSR | 67.77 | Not recorded | 68fa7bd31e209131cea8abde |
| CTMSR | 67.173 | Not recorded | 68fa7bd31e209131cea8abde |
| CTMSR | 67.173 | Not recorded | 68fa7bd31e209131cea8abde |
| ResShift-VSD | 66.701 | Not recorded | 68fa7bd31e209131cea8abde |
| ResShift-VSD (Appendix A.1) | 66.701 | Not recorded | 68fa7bd31e209131cea8abde |
| SUPIR | 66.46 | Not recorded | 68fa7bd31e209131cea8abde |
| SUPIR | 66.46 | Not recorded | 68fa7bd31e209131cea8abde |
| BSRGAN | 65.582 | Not recorded | 68fa7bd31e209131cea8abde |
| SwinIR | 63.822 | Not recorded | 68fa7bd31e209131cea8abde |
| Real-ESRGAN | 63.22 | Not recorded | 68fa7bd31e209131cea8abde |
| SinSR | 62.169 | Not recorded | 68fa7bd31e209131cea8abde |
| SinSR | 62.169 | Not recorded | 68fa7bd31e209131cea8abde |
| ResShift | 61.33 | Not recorded | 68fa7bd31e209131cea8abde |
| ResShift | 61.33 | Not recorded | 68fa7bd31e209131cea8abde |
| SinSR (distill only) | 61.267 | Not recorded | 68fa7bd31e209131cea8abde |
| SinSR (distill only) | 61.267 | Not recorded | 68fa7bd31e209131cea8abde |

### TSD-SR

MUSIQ Score: 70.958. Result ID: 6a2a6ec9fbc373592c2770f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79071e209131cea7bc6a.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, used T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### TSD-SR

MUSIQ Score: 70.958. Result ID: 6a2a6ec9fbc373592c277137.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79071e209131cea7bc6a.md>)

Recorded evaluation configuration: {"T2I prior":"yes, \> 450M params","NFE":"1"}. This record does not assert independent reproduction.

### FluxSR

MUSIQ Score: 70.75. Result ID: 6a2a6ec9fbc373592c2770f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea70255.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, used T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### CCSR

MUSIQ Score: 70.731. Result ID: 6a2a6ec9fbc373592c2770f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f71e209131cea64ed3.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, used T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### D^3SR

MUSIQ Score: 70.25. Result ID: 6a2a6ec9fbc373592c2770f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b3c.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, used T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### PiSA-SR

MUSIQ Score: 70.208. Result ID: 6a2a6ec9fbc373592c2770f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c91e209131cea7553d.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, used T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### PiSA-SR

MUSIQ Score: 70.208. Result ID: 6a2a6ec9fbc373592c277136.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c91e209131cea7553d.md>)

Recorded evaluation configuration: {"T2I prior":"yes, \> 450M params","NFE":"1"}. This record does not assert independent reproduction.

### AdcSR

MUSIQ Score: 69.185. Result ID: 6a2a6ec9fbc373592c2770f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b88.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, used T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### AdcSR

MUSIQ Score: 69.185. Result ID: 6a2a6ec9fbc373592c277135.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b88.md>)

Recorded evaluation configuration: {"T2I prior":"yes, \> 450M params","NFE":"1"}. This record does not assert independent reproduction.

### RSD

MUSIQ Score: 69.172. Result ID: 6a2a6ec9fbc373592c2770fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, no T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### RSD (Ours)

MUSIQ Score: 69.172. Result ID: 6a2a6ec9fbc373592c27713e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

Recorded evaluation configuration: {"T2I prior":"no, \< 180M params","NFE":"1"}. This record does not assert independent reproduction.

### OSEDiff

MUSIQ Score: 68.853. Result ID: 6a2a6ec9fbc373592c2770f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755c1e209131cea67744.md>)

[Implementation](<https://github.com/cswry/OSEDiff>)

Recorded evaluation configuration: {"Model class":"Diffusion model, used T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### OSEDiff

MUSIQ Score: 68.853. Result ID: 6a2a6ec9fbc373592c277134.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755c1e209131cea67744.md>)

[Implementation](<https://github.com/cswry/OSEDiff>)

Recorded evaluation configuration: {"T2I prior":"yes, \> 450M params","NFE":"1"}. This record does not assert independent reproduction.

### RSD (distill only)

MUSIQ Score: 68.383. Result ID: 6a2a6ec9fbc373592c2770fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, no T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### RSD (Ours, distill only)

MUSIQ Score: 68.383. Result ID: 6a2a6ec9fbc373592c27713d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

Recorded evaluation configuration: {"T2I prior":"no, \< 180M params","NFE":"1"}. This record does not assert independent reproduction.

### InvSR

MUSIQ Score: 67.77. Result ID: 6a2a6ec9fbc373592c2770f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea73239.md>)

[Implementation](<https://github.com/zsyOAOA/InvSR>)

Recorded evaluation configuration: {"Model class":"Diffusion model, used T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### CTMSR

MUSIQ Score: 67.173. Result ID: 6a2a6ec9fbc373592c2770f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a171e209131cea81162.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, no T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### CTMSR

MUSIQ Score: 67.173. Result ID: 6a2a6ec9fbc373592c277139.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a171e209131cea81162.md>)

Recorded evaluation configuration: {"T2I prior":"no, \< 180M params","NFE":"1"}. This record does not assert independent reproduction.

### ResShift-VSD

MUSIQ Score: 66.701. Result ID: 6a2a6ec9fbc373592c2770fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

Recorded evaluation configuration: {"Model class":"Diffusion model, no T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### ResShift-VSD (Appendix A.1)

MUSIQ Score: 66.701. Result ID: 6a2a6ec9fbc373592c27713c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

Recorded evaluation configuration: {"T2I prior":"no, \< 180M params","NFE":"1"}. This record does not assert independent reproduction.

### SUPIR

MUSIQ Score: 66.46. Result ID: 6a2a6ec9fbc373592c2770ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58327.md>)

[Implementation](<https://supir.xpixel.group/>)

Recorded evaluation configuration: {"Model class":"Diffusion model, used T2I prior","NFE":"50"}. This record does not assert independent reproduction.

### SUPIR

MUSIQ Score: 66.46. Result ID: 6a2a6ec9fbc373592c277133.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58327.md>)

[Implementation](<https://supir.xpixel.group/>)

Recorded evaluation configuration: {"T2I prior":"yes, \> 450M params","NFE":"50"}. This record does not assert independent reproduction.

### BSRGAN

MUSIQ Score: 65.582. Result ID: 6a2a6ec9fbc373592c2770ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af01e209131cea2b36c.md>)

[Implementation](<https://github.com/cszn/BSRGAN>)

Recorded evaluation configuration: {"Model class":"GANs","NFE":"1"}. This record does not assert independent reproduction.

### SwinIR

MUSIQ Score: 63.822. Result ID: 6a2a6ec9fbc373592c2770ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

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

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

Recorded evaluation configuration: {"Model class":"Transformer","NFE":"1"}. This record does not assert independent reproduction.

### Real-ESRGAN

MUSIQ Score: 63.22. Result ID: 6a2a6ec9fbc373592c2770ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b80.md>)

[Implementation](<https://github.com/xinntao/Real-ESRGAN>)

Recorded evaluation configuration: {"Model class":"GANs","NFE":"1"}. This record does not assert independent reproduction.

### SinSR

MUSIQ Score: 62.169. Result ID: 6a2a6ec9fbc373592c2770fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

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

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

Recorded evaluation configuration: {"Model class":"Diffusion model, no T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### SinSR

MUSIQ Score: 62.169. Result ID: 6a2a6ec9fbc373592c27713b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

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

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

Recorded evaluation configuration: {"T2I prior":"no, \< 180M params","NFE":"1"}. This record does not assert independent reproduction.

### ResShift

MUSIQ Score: 61.33. Result ID: 6a2a6ec9fbc373592c2770f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

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

Recorded evaluation configuration: {"Model class":"Diffusion model, no T2I prior","NFE":"15"}. This record does not assert independent reproduction.

### ResShift

MUSIQ Score: 61.33. Result ID: 6a2a6ec9fbc373592c277138.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

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

Recorded evaluation configuration: {"T2I prior":"no, \< 180M params","NFE":"15"}. This record does not assert independent reproduction.

### SinSR (distill only)

MUSIQ Score: 61.267. Result ID: 6a2a6ec9fbc373592c2770fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

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

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

Recorded evaluation configuration: {"Model class":"Diffusion model, no T2I prior","NFE":"1"}. This record does not assert independent reproduction.

### SinSR (distill only)

MUSIQ Score: 61.267. Result ID: 6a2a6ec9fbc373592c27713a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd31e209131cea8abde.md>)

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

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

Recorded evaluation configuration: {"T2I prior":"no, \< 180M params","NFE":"1"}. This record does not assert independent reproduction.

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