# Video Super-Resolution on Vid4 (test) (Directional SSIM)

Source: [Video Super-Resolution on Vid4 (test) (Directional SSIM)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-test-directional-ssim>)

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

Data updated: 2026-02-26T06:03:30.217Z

Evaluation of Video Super-Resolution performance on the test split of the Vid4 dataset, focusing specifically on directional SSIM metrics (Isotropic, Anisotropic, Mixed).

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) | Vid4 (test) |
| Metric | SSIM (Isotropic) |
| Unit | PERCENT |
| 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

- [SSIM (Isotropic)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-test-directional-ssim.md?metric=SSIM%20(Isotropic)>): Higher is better; unit: PERCENT.

- [SSIM (Anisotropic)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-test-directional-ssim.md?metric=SSIM%20(Anisotropic)>): Higher is better; unit: PERCENT.

- [SSIM (Mixed)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-test-directional-ssim.md?metric=SSIM%20(Mixed)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SSIM (Isotropic) | Result date | Report paper |
| --- | --- | --- | --- |
| IKC | 91.25 | Not recorded | 68fa68bd1e209131cea1df3b |
| EDVR + DynaVSR | 90.31 | Not recorded | 68fa68bd1e209131cea1df3b |
| CF + CARN | 88.26 | Not recorded | 68fa68bd1e209131cea1df3b |
| CF + DBPN | 86.75 | Not recorded | 68fa68bd1e209131cea1df3b |
| DUF + DynaVSR | 86 | Not recorded | 68fa68bd1e209131cea1df3b |
| TOFlow + DynaVSR | 85.09 | Not recorded | 68fa68bd1e209131cea1df3b |
| KG + ZSSR | 83.95 | Not recorded | 68fa68bd1e209131cea1df3b |
| EDVR | 78.46 | Not recorded | 68fa68bd1e209131cea1df3b |
| DUF | 78.15 | Not recorded | 68fa68bd1e209131cea1df3b |
| TOFlow | 78.15 | Not recorded | 68fa68bd1e209131cea1df3b |

### IKC

SSIM (Isotropic): 91.25. Result ID: 698d81cf8b517eb433220790.

[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 + DynaVSR

SSIM (Isotropic): 90.31. Result ID: 698d81cf8b517eb433220792.

[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","Configuration":"DynaVSR"}. This record does not assert independent reproduction.

### CF + CARN

SSIM (Isotropic): 88.26. Result ID: 698d81cf8b517eb43322078f.

[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

SSIM (Isotropic): 86.75. Result ID: 698d81cf8b517eb43322078e.

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

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

### DUF + DynaVSR

SSIM (Isotropic): 86. Result ID: 698d81cf8b517eb433220794.

[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","Configuration":"DynaVSR"}. This record does not assert independent reproduction.

### TOFlow + DynaVSR

SSIM (Isotropic): 85.09. Result ID: 698d81cf8b517eb433220796.

[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","Configuration":"DynaVSR"}. This record does not assert independent reproduction.

### KG + ZSSR

SSIM (Isotropic): 83.95. Result ID: 698d81cf8b517eb43322078d.

[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

SSIM (Isotropic): 78.46. Result ID: 698d81cf8b517eb433220791.

[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","Configuration":"Baseline"}. This record does not assert independent reproduction.

### DUF

SSIM (Isotropic): 78.15. Result ID: 698d81cf8b517eb433220793.

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

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

### TOFlow

SSIM (Isotropic): 78.15. Result ID: 698d81cf8b517eb433220795.

[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","Configuration":"Baseline"}. This record does not assert independent reproduction.

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