# Blind Video Super-Resolution on REDS 27 (val)

Source: [Blind Video Super-Resolution on REDS 27 (val)](<https://www.sota2.com/research/sota/blind-video-super-resolution-on-reds-27-val>)

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

Data updated: 2026-02-26T05:57:06.130Z

Evaluation of Blind Video Super-Resolution performance on the REDS 27 validation split, measured using PSNR metrics specialized for isotropic, anisotropic, and mixed texture quality.

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) | REDS 27 (val) |
| Metric | PSNR (Isotropic) |
| Unit | SCALAR |
| Direction | Higher 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

- [PSNR (Isotropic)](<https://www.sota2.com/research/sota/blind-video-super-resolution-on-reds-27-val.md?metric=PSNR%20(Isotropic)>): Higher is better; unit: SCALAR.

- [PSNR (Anisotropic)](<https://www.sota2.com/research/sota/blind-video-super-resolution-on-reds-27-val.md?metric=PSNR%20(Anisotropic)>): Higher is better; unit: SCALAR.

- [PSNR (Mixed)](<https://www.sota2.com/research/sota/blind-video-super-resolution-on-reds-27-val.md?metric=PSNR%20(Mixed)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR (Isotropic) | Result date | Report paper |
| --- | --- | --- | --- |
| IKC | 34.1 | Not recorded | 68fa68bd1e209131cea1df3b |
| EDVR with DynaVSR | 32.45 | Not recorded | 68fa68bd1e209131cea1df3b |
| TOFlow with DynaVSR | 31.5 | Not recorded | 68fa68bd1e209131cea1df3b |
| DUF with DynaVSR | 31.23 | Not recorded | 68fa68bd1e209131cea1df3b |
| CF + CARN | 30.98 | Not recorded | 68fa68bd1e209131cea1df3b |
| CF + DBPN | 30.37 | Not recorded | 68fa68bd1e209131cea1df3b |
| EDVR | 29.14 | Not recorded | 68fa68bd1e209131cea1df3b |
| KG + ZSSR | 29.05 | Not recorded | 68fa68bd1e209131cea1df3b |
| TOFlow | 29.04 | Not recorded | 68fa68bd1e209131cea1df3b |
| DUF | 29.01 | Not recorded | 68fa68bd1e209131cea1df3b |

### IKC

PSNR (Isotropic): 34.1. Result ID: 698d81cf8b517eb4332207ae.

[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"}. This record does not assert independent reproduction.

### EDVR with DynaVSR

PSNR (Isotropic): 32.45. Result ID: 698d81cf8b517eb4332207b0.

[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 with DynaVSR

PSNR (Isotropic): 31.5. Result ID: 698d81cf8b517eb4332207b4.

[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 with DynaVSR

PSNR (Isotropic): 31.23. Result ID: 698d81cf8b517eb4332207b2.

[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.

### CF + CARN

PSNR (Isotropic): 30.98. Result ID: 698d81cf8b517eb4332207ad.

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

Recorded evaluation configuration: {"Method Category":"Blind SISR","Validation Subset":"10% random"}. This record does not assert independent reproduction.

### CF + DBPN

PSNR (Isotropic): 30.37. Result ID: 698d81cf8b517eb4332207ac.

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

Recorded evaluation configuration: {"Method Category":"Blind SISR","Validation Subset":"10% random"}. This record does not assert independent reproduction.

### EDVR

PSNR (Isotropic): 29.14. Result ID: 698d81cf8b517eb4332207af.

[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.

### KG + ZSSR

PSNR (Isotropic): 29.05. Result ID: 698d81cf8b517eb4332207ab.

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

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

### TOFlow

PSNR (Isotropic): 29.04. Result ID: 698d81cf8b517eb4332207b3.

[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.

### DUF

PSNR (Isotropic): 29.01. Result ID: 698d81cf8b517eb4332207b1.

[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.

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