# Blind Video Super-Resolution on Single HD frame 1280x720

Source: [Blind Video Super-Resolution on Single HD frame 1280x720](<https://www.sota2.com/research/sota/blind-video-super-resolution-on-single-hd-frame-1280x720>)

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

Data updated: 2026-02-26T06:05:46.232Z

Evaluation of Blind Video Super-Resolution performance using a single 1280x720 HD frame input, focusing on computational efficiency metrics including preprocessing time, super-resolution time, and total execution time.

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 | Blind Video Super-Resolution |
| Dataset (including any stated split) | Single HD frame 1280x720 |
| Metric | Super-resolution Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Super-resolution Time (s)](<https://www.sota2.com/research/sota/blind-video-super-resolution-on-single-hd-frame-1280x720.md?metric=Super-resolution%20Time%20(s)>): Lower is better; unit: TIME.

- [Preprocessing Time (s)](<https://www.sota2.com/research/sota/blind-video-super-resolution-on-single-hd-frame-1280x720.md?metric=Preprocessing%20Time%20(s)>): Lower is better; unit: TIME.

- [Total Time (s)](<https://www.sota2.com/research/sota/blind-video-super-resolution-on-single-hd-frame-1280x720.md?metric=Total%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Super-resolution Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| CF + CARN | 0.02 | Not recorded | 68fa68bd1e209131cea1df3b |
| CF + DBPN | 0.03 | Not recorded | 68fa68bd1e209131cea1df3b |
| EDVR | 0.4 | Not recorded | 68fa68bd1e209131cea1df3b |
| EDVR with DynaVSR | 0.4 | Not recorded | 68fa68bd1e209131cea1df3b |
| TOFlow | 0.98 | Not recorded | 68fa68bd1e209131cea1df3b |
| TOFlow with DynaVSR | 0.98 | Not recorded | 68fa68bd1e209131cea1df3b |
| DUF | 1 | Not recorded | 68fa68bd1e209131cea1df3b |
| DUF with DynaVSR | 1 | Not recorded | 68fa68bd1e209131cea1df3b |
| IKC | 2.21 | Not recorded | 68fa68bd1e209131cea1df3b |
| KG + ZSSR | 92.07 | Not recorded | 68fa68bd1e209131cea1df3b |

### CF + CARN

Super-resolution Time (s): 0.02. Result ID: 698d81cf8b517eb4332207b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

Recorded evaluation configuration: {"Method Category":"Blind SISR"}. This record does not assert independent reproduction.

### CF + DBPN

Super-resolution Time (s): 0.03. Result ID: 698d81cf8b517eb4332207b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

Recorded evaluation configuration: {"Method Category":"Blind SISR"}. This record does not assert independent reproduction.

### EDVR

Super-resolution Time (s): 0.4. Result ID: 698d81cf8b517eb4332207b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c01e209131cea0c30e.md>)

[Implementation](<https://github.com/xinntao/EDVR>)

Recorded evaluation configuration: {"Method Category":"Video SR","Adaptation Strategy":"Baseline"}. This record does not assert independent reproduction.

### EDVR with DynaVSR

Super-resolution Time (s): 0.4. Result ID: 698d81cf8b517eb4332207ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

[Implementation](<https://github.com/esw0116/DynaVSR>)

Recorded evaluation configuration: {"Method Category":"Video SR","Adaptation Strategy":"DynaVSR"}. This record does not assert independent reproduction.

### TOFlow

Super-resolution Time (s): 0.98. Result ID: 698d81cf8b517eb4332207bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66aa1e209131cea11815.md>)

Recorded evaluation configuration: {"Method Category":"Video SR","Adaptation Strategy":"Baseline"}. This record does not assert independent reproduction.

### TOFlow with DynaVSR

Super-resolution Time (s): 0.98. Result ID: 698d81cf8b517eb4332207be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

[Implementation](<https://github.com/esw0116/DynaVSR>)

Recorded evaluation configuration: {"Method Category":"Video SR","Adaptation Strategy":"DynaVSR"}. This record does not assert independent reproduction.

### DUF

Super-resolution Time (s): 1. Result ID: 698d81cf8b517eb4332207bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

Recorded evaluation configuration: {"Method Category":"Video SR","Adaptation Strategy":"Baseline"}. This record does not assert independent reproduction.

### DUF with DynaVSR

Super-resolution Time (s): 1. Result ID: 698d81cf8b517eb4332207bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

[Implementation](<https://github.com/esw0116/DynaVSR>)

Recorded evaluation configuration: {"Method Category":"Video SR","Adaptation Strategy":"DynaVSR"}. This record does not assert independent reproduction.

### IKC

Super-resolution Time (s): 2.21. Result ID: 698d81cf8b517eb4332207b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65da1e209131cea0cc98.md>)

Recorded evaluation configuration: {"Method Category":"Blind SISR","Note":"Iterative correction included in SR time"}. This record does not assert independent reproduction.

### KG + ZSSR

Super-resolution Time (s): 92.07. Result ID: 698d81cf8b517eb4332207b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df3b.md>)

Recorded evaluation configuration: {"Method Category":"Blind SISR"}. This record does not assert independent reproduction.

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