# Video Restoration on VideoLQ

Source: [Video Restoration on VideoLQ](<https://www.sota2.com/research/sota/video-restoration-on-videolq>)

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

Data updated: 2026-02-26T05:51:20.275Z

Evaluation of video restoration performance on the VideoLQ dataset, measured using perceptual and quality metrics like MUSIQ, MANIQA, CLIP-IQA, and NIQE.

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 Restoration |
| Dataset (including any stated split) | VideoLQ |
| Metric | MUSIQ |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-restoration-on-videolq.md?metric=MUSIQ>): Higher is better; unit: SCALAR.

- [MANIQA](<https://www.sota2.com/research/sota/video-restoration-on-videolq.md?metric=MANIQA>): Higher is better; unit: SCALAR.

- [CLIP-IQA](<https://www.sota2.com/research/sota/video-restoration-on-videolq.md?metric=CLIP-IQA>): Higher is better; unit: SCALAR.

- [NIQE](<https://www.sota2.com/research/sota/video-restoration-on-videolq.md?metric=NIQE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MUSIQ | Result date | Report paper |
| --- | --- | --- | --- |
| D2-VR | 58.48 | Not recorded | 698abbddc97a0b3e3b5de271 |
| UAV | 54.71 | Not recorded | 698abbddc97a0b3e3b5de271 |
| Real-ESRGAN | 52.98 | Not recorded | 698abbddc97a0b3e3b5de271 |
| DOVE | 48.72 | Not recorded | 698abbddc97a0b3e3b5de271 |
| STAR | 37.72 | Not recorded | 698abbddc97a0b3e3b5de271 |
| StableVSR | 31.85 | Not recorded | 698abbddc97a0b3e3b5de271 |
| SD x4 Upscaler | 31.31 | Not recorded | 698abbddc97a0b3e3b5de271 |

### D2-VR

MUSIQ: 58.48. Result ID: 699726f25698665ec47582c4.

[Reporting paper](<https://www.sota2.com/research/paper/698abbddc97a0b3e3b5de271.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbddc97a0b3e3b5de271.md>)

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

### UAV

MUSIQ: 54.71. Result ID: 699726f25698665ec47582c1.

[Reporting paper](<https://www.sota2.com/research/paper/698abbddc97a0b3e3b5de271.md>)

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

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

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

### Real-ESRGAN

MUSIQ: 52.98. Result ID: 699726f25698665ec47582c0.

[Reporting paper](<https://www.sota2.com/research/paper/698abbddc97a0b3e3b5de271.md>)

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

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

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

### DOVE

MUSIQ: 48.72. Result ID: 699726f25698665ec47582c2.

[Reporting paper](<https://www.sota2.com/research/paper/698abbddc97a0b3e3b5de271.md>)

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

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

### STAR

MUSIQ: 37.72. Result ID: 699726f25698665ec47582bf.

[Reporting paper](<https://www.sota2.com/research/paper/698abbddc97a0b3e3b5de271.md>)

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

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

### StableVSR

MUSIQ: 31.85. Result ID: 699726f25698665ec47582c3.

[Reporting paper](<https://www.sota2.com/research/paper/698abbddc97a0b3e3b5de271.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd3e.md>)

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

### SD x4 Upscaler

MUSIQ: 31.31. Result ID: 699726f25698665ec47582be.

[Reporting paper](<https://www.sota2.com/research/paper/698abbddc97a0b3e3b5de271.md>)

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

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

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

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