# Video Super-Resolution on VideoLQ (NIQE, MUSIQ, CLIP-IQA, DOVER, E\*warp)

Source: [Video Super-Resolution on VideoLQ (NIQE, MUSIQ, CLIP-IQA, DOVER, E\*warp)](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-musiq-clip-iqa-dover-e-warp>)

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

Data updated: 2026-05-22T07:30:21.321Z

Evaluation of Video Super-Resolution performance on the VideoLQ dataset, measured using NIQE, MUSIQ, CLIP-IQA, DOVER, and E\*warp 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 | Video Super-Resolution |
| Dataset (including any stated split) | VideoLQ |
| Metric | MUSIQ |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-musiq-clip-iqa-dover-e-warp.md?metric=MUSIQ>): Higher is better; unit: SCALAR.

- [NIQE](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-musiq-clip-iqa-dover-e-warp.md?metric=NIQE>): Higher is better; unit: SCALAR.

- [CLIP-IQA](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-musiq-clip-iqa-dover-e-warp.md?metric=CLIP-IQA>): Higher is better; unit: SCALAR.

- [DOVER](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-musiq-clip-iqa-dover-e-warp.md?metric=DOVER>): Higher is better; unit: SCALAR.

- [E\*warp](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-musiq-clip-iqa-dover-e-warp.md?metric=E*warp>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MUSIQ | Result date | Report paper |
| --- | --- | --- | --- |
| DUO-VSR | 59.24 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| DLoRAL | 59.08 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| InfVSR | 56.26 | Not recorded | 68fa7bc51e209131cea8a532 |
| RealBasicVSR | 55.62 | Not recorded | 68fa7bc51e209131cea8a532 |
| SeedVR2-7B | 55.45 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| Upscale-A-Video | 55.04 | Not recorded | 68fa7bc51e209131cea8a532 |
| SeedVR | 54.41 | Not recorded | 68fa7bc51e209131cea8a532 |
| RealViFormer | 52.18 | Not recorded | 68fa7bc51e209131cea8a532 |
| UAV | 51.47 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| DOVE | 51.25 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| MGLD-VSR | 51 | Not recorded | 68fa7bc51e209131cea8a532 |
| MGLD | 50.87 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| RealViformer | 49.2 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| VEnhancer | 46.21 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| STAR | 45.9 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| STAR | 39.66 | Not recorded | 68fa7bc51e209131cea8a532 |
| SeedVR2 | 39.1 | Not recorded | 68fa7bc51e209131cea8a532 |

### DUO-VSR

MUSIQ: 59.24. Result ID: 69c2ca9347f34ce924aca849.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

Recorded evaluation configuration: {"Step":"1","Time (s)":"11.3","Params (B)":"1.3"}. This record does not assert independent reproduction.

### DLoRAL

MUSIQ: 59.08. Result ID: 69c2ca9347f34ce924aca846.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c701e209131cea8e148.md>)

Recorded evaluation configuration: {"Step":"1","Time (s)":"76.6","Params (B)":"0.9"}. This record does not assert independent reproduction.

### InfVSR

MUSIQ: 56.26. Result ID: 6a10060afbc373592c089876.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc51e209131cea8a532.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc51e209131cea8a532.md>)

Recorded evaluation configuration: {"Conference":"Ours"}. This record does not assert independent reproduction.

### RealBasicVSR

MUSIQ: 55.62. Result ID: 6a10060afbc373592c08986f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc51e209131cea8a532.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

[Implementation](<https://github.com/ckkelvinchan/RealBasicVSR>)

Recorded evaluation configuration: {"Conference":"CVPR 2022"}. This record does not assert independent reproduction.

### SeedVR2-7B

MUSIQ: 55.45. Result ID: 69c2ca9347f34ce924aca848.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7caf5.md>)

Recorded evaluation configuration: {"Step":"1","Time (s)":"89.7","Params (B)":"8.2"}. This record does not assert independent reproduction.

### Upscale-A-Video

MUSIQ: 55.04. Result ID: 6a10060afbc373592c089871.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc51e209131cea8a532.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717a1e209131cea517cd.md>)

[Implementation](<https://shangchenzhou.com/projects/upscale-a-video>)

Recorded evaluation configuration: {"Conference":"CVPR 2024"}. This record does not assert independent reproduction.

### SeedVR

MUSIQ: 54.41. Result ID: 6a10060afbc373592c089874.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc51e209131cea8a532.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77991e209131cea74435.md>)

[Implementation](<https://iceclear.github.io/projects/seedvr/>)

Recorded evaluation configuration: {"Conference":"CVPR 2025"}. This record does not assert independent reproduction.

### RealViFormer

MUSIQ: 52.18. Result ID: 6a10060afbc373592c089870.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc51e209131cea8a532.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74331e209131cea60629.md>)

Recorded evaluation configuration: {"Conference":"ECCV 2024"}. This record does not assert independent reproduction.

### UAV

MUSIQ: 51.47. Result ID: 69c2ca9347f34ce924aca844.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717a1e209131cea517cd.md>)

[Implementation](<https://shangchenzhou.com/projects/upscale-a-video>)

Recorded evaluation configuration: {"Step":"30","Time (s)":"382.1","Params (B)":"0.7"}. This record does not assert independent reproduction.

### DOVE

MUSIQ: 51.25. Result ID: 69c2ca9347f34ce924aca847.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78be1e209131cea7a325.md>)

Recorded evaluation configuration: {"Step":"1","Time (s)":"66.7","Params (B)":"5.6"}. This record does not assert independent reproduction.

### MGLD-VSR

MUSIQ: 51. Result ID: 6a10060afbc373592c089872.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc51e209131cea8a532.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa740c1e209131cea5f720.md>)

Recorded evaluation configuration: {"Conference":"ECCV 2024"}. This record does not assert independent reproduction.

### MGLD

MUSIQ: 50.87. Result ID: 69c2ca9347f34ce924aca843.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa740c1e209131cea5f720.md>)

Recorded evaluation configuration: {"Step":"50","Time (s)":"956.7","Params (B)":"1.4"}. This record does not assert independent reproduction.

### RealViformer

MUSIQ: 49.2. Result ID: 69c2ca9347f34ce924aca841.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74331e209131cea60629.md>)

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

### VEnhancer

MUSIQ: 46.21. Result ID: 69c2ca9347f34ce924aca842.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5fa0d.md>)

Recorded evaluation configuration: {"Step":"15","Time (s)":"404.5","Params (B)":"2.0"}. This record does not assert independent reproduction.

### STAR

MUSIQ: 45.9. Result ID: 69c2ca9347f34ce924aca845.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad90636e5bf4afc4dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767f1e209131cea6d707.md>)

Recorded evaluation configuration: {"Step":"15","Time (s)":"200.4","Params (B)":"2.0"}. This record does not assert independent reproduction.

### STAR

MUSIQ: 39.66. Result ID: 6a10060afbc373592c089873.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc51e209131cea8a532.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767f1e209131cea6d707.md>)

Recorded evaluation configuration: {"Conference":"ICCV 2025"}. This record does not assert independent reproduction.

### SeedVR2

MUSIQ: 39.1. Result ID: 6a10060afbc373592c089875.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc51e209131cea8a532.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79381e209131cea7caf5.md>)

Recorded evaluation configuration: {"Conference":"ICLR 2026"}. This record does not assert independent reproduction.

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