# Video Super-Resolution on video 1920x1080 (21-frame sequence)

Source: [Video Super-Resolution on video 1920x1080 (21-frame sequence)](<https://www.sota2.com/research/sota/video-super-resolution-on-video-1920x1080-21-frame-sequence>)

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

Data updated: 2026-03-24T17:32:29.317Z

Evaluation of Video Super-Resolution models using a specific 1920x1080 resolution, 21-frame sequence input, focusing on computational efficiency metrics like time and parameter count.

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) | video 1920x1080 (21-frame sequence) |
| Metric | Step Count |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Step Count](<https://www.sota2.com/research/sota/video-super-resolution-on-video-1920x1080-21-frame-sequence.md?metric=Step%20Count>): Higher is better; unit: SCALAR.

- [Inference Time (s)](<https://www.sota2.com/research/sota/video-super-resolution-on-video-1920x1080-21-frame-sequence.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

- [Model Parameters (B)](<https://www.sota2.com/research/sota/video-super-resolution-on-video-1920x1080-21-frame-sequence.md?metric=Model%20Parameters%20(B)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Step Count | Result date | Report paper |
| --- | --- | --- | --- |
| MGLD | 50 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| UAV | 30 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| VEnhancer | 15 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| STAR | 15 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| DOVE | 1 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| DLoRAL | 1 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| SeedVR2 | 1 | Not recorded | 69c21ad90636e5bf4afc4dc7 |
| DUO-VSR | 1 | Not recorded | 69c21ad90636e5bf4afc4dc7 |

### MGLD

Step Count: 50. Result ID: 69c2ca9347f34ce924aca854.

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

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

Recorded evaluation configuration: {"Resolution":"1920x1080","Frame Count":"21","Hardware":"single GPU","Parameter Count Scope":"Generator part only"}. This record does not assert independent reproduction.

### UAV

Step Count: 30. Result ID: 69c2ca9347f34ce924aca853.

[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: {"Resolution":"1920x1080","Frame Count":"21","Hardware":"single GPU","Parameter Count Scope":"Generator part only"}. This record does not assert independent reproduction.

### VEnhancer

Step Count: 15. Result ID: 69c2ca9347f34ce924aca855.

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

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

Recorded evaluation configuration: {"Resolution":"1920x1080","Frame Count":"21","Hardware":"single GPU","Parameter Count Scope":"Generator part only"}. This record does not assert independent reproduction.

### STAR

Step Count: 15. Result ID: 69c2ca9347f34ce924aca856.

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

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

Recorded evaluation configuration: {"Resolution":"1920x1080","Frame Count":"21","Hardware":"single GPU","Parameter Count Scope":"Generator part only"}. This record does not assert independent reproduction.

### DOVE

Step Count: 1. Result ID: 69c2ca9347f34ce924aca857.

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

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

Recorded evaluation configuration: {"Resolution":"1920x1080","Frame Count":"21","Hardware":"single GPU","Parameter Count Scope":"Generator part only"}. This record does not assert independent reproduction.

### DLoRAL

Step Count: 1. Result ID: 69c2ca9347f34ce924aca858.

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

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

Recorded evaluation configuration: {"Resolution":"1920x1080","Frame Count":"21","Hardware":"single GPU","Parameter Count Scope":"Generator part only"}. This record does not assert independent reproduction.

### SeedVR2

Step Count: 1. Result ID: 69c2ca9347f34ce924aca859.

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

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

Recorded evaluation configuration: {"Resolution":"1920x1080","Frame Count":"21","Hardware":"single GPU","Parameter Count Scope":"Generator part only"}. This record does not assert independent reproduction.

### DUO-VSR

Step Count: 1. Result ID: 69c2ca9347f34ce924aca85a.

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

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

Recorded evaluation configuration: {"Resolution":"1920x1080","Frame Count":"21","Hardware":"single GPU","Parameter Count Scope":"Generator part only"}. This record does not assert independent reproduction.

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