# Video Super-Resolution on Vid4 x4 upscaling (test)

Source: [Video Super-Resolution on Vid4 x4 upscaling (test)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-x4-upscaling-test>)

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

Data updated: 2026-02-26T05:55:22.844Z

Evaluation of Video Super-Resolution performance on the test split of the Vid4 dataset using a 4x upscaling factor, measured using PSNR, SSIM, T-MOVIE, MOVIE, and VQM-VFD.

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 x4 upscaling (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-x4-upscaling-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-x4-upscaling-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [T-MOVIE](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-x4-upscaling-test.md?metric=T-MOVIE>): Higher is better; unit: SCALAR.

- [MOVIE](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-x4-upscaling-test.md?metric=MOVIE>): Higher is better; unit: SCALAR.

- [VQM-VFD](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-x4-upscaling-test.md?metric=VQM-VFD>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| VSR-DUF | 27.31 | Not recorded | 68fa65821e209131cea0aacc |
| RBPN/6-PF | 27.16 | Not recorded | 68fa65821e209131cea0aacc |
| RBPN/6-P | 27.12 | Not recorded | 68fa65821e209131cea0aacc |
| FRVSR | 26.69 | Not recorded | 68fa65821e209131cea0aacc |
| SOF-VSR-BD | 26.19 | Not recorded | 68fa64f71e209131cea076b9 |
| FRVSR-3-64 | 26.17 | Not recorded | 68fa64f71e209131cea076b9 |
| SOF-VSR | 26.01 | Not recorded | 68fa64f71e209131cea076b9 |
| DRVSR | 25.99 | Not recorded | 68fa64f71e209131cea076b9 |
| DRDVSR | 25.88 | Not recorded | 68fa65821e209131cea0aacc |
| TDVSR | 25.49 | Not recorded | 68fa64f71e209131cea076b9 |
| DBPN | 25.37 | Not recorded | 68fa65821e209131cea0aacc |
| VESCPN | 25.35 | Not recorded | 68fa64f71e209131cea076b9 |
| VESPCN | 25.35 | Not recorded | 68fa65821e209131cea0aacc |
| B123 + T | 25.34 | Not recorded | 68fa65821e209131cea0aacc |
| IDNnet | 25.06 | Not recorded | 68fa64f71e209131cea076b9 |
| VSRnet | 24.81 | Not recorded | 68fa64f71e209131cea076b9 |
| BRCN | 24.43 | Not recorded | 68fa65821e209131cea0aacc |
| Bicubic | 23.53 | Not recorded | 68fa65821e209131cea0aacc |

### VSR-DUF

PSNR: 27.31. Result ID: 698cb09b8b517eb4331c13ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

Recorded evaluation configuration: {"Upscaling Factor":"4x","Evaluation Protocol":"cropped 8-pixels near boundary"}. This record does not assert independent reproduction.

### RBPN/6-PF

PSNR: 27.16. Result ID: 698cb09b8b517eb4331c13af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

Recorded evaluation configuration: {"Upscaling Factor":"4x","Number of Frames":6}. This record does not assert independent reproduction.

### RBPN/6-P

PSNR: 27.12. Result ID: 698cb09b8b517eb4331c13ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

Recorded evaluation configuration: {"Upscaling Factor":"4x","Number of Frames":6}. This record does not assert independent reproduction.

### FRVSR

PSNR: 26.69. Result ID: 698cb09b8b517eb4331c13ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea031c2.md>)

Recorded evaluation configuration: {"Upscaling Factor":"4x"}. This record does not assert independent reproduction.

### SOF-VSR-BD

PSNR: 26.19. Result ID: 698c94f30b614d12cff1bd68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

[Implementation](<https://github.com/LongguangWang/SOF-VSR-Super-Resolving-Optical-Flow-for-Video-Super-Resolution->)

Recorded evaluation configuration: {"Degradation model":"BD","Scale factor":"x4"}. This record does not assert independent reproduction.

### FRVSR-3-64

PSNR: 26.17. Result ID: 698c94f30b614d12cff1bd67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea031c2.md>)

Recorded evaluation configuration: {"Degradation model":"BD","Scale factor":"x4"}. This record does not assert independent reproduction.

### SOF-VSR

PSNR: 26.01. Result ID: 698c94f30b614d12cff1bd65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

[Implementation](<https://github.com/LongguangWang/SOF-VSR-Super-Resolving-Optical-Flow-for-Video-Super-Resolution->)

Recorded evaluation configuration: {"Degradation model":"BI","Scale factor":"x4"}. This record does not assert independent reproduction.

### DRVSR

PSNR: 25.99. Result ID: 698c94f30b614d12cff1bd66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63381e209131ce9fd8bf.md>)

Recorded evaluation configuration: {"Degradation model":"BD","Scale factor":"x4"}. This record does not assert independent reproduction.

### DRDVSR

PSNR: 25.88. Result ID: 698cb09b8b517eb4331c13ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63381e209131ce9fd8bf.md>)

Recorded evaluation configuration: {"Upscaling Factor":"4x"}. This record does not assert independent reproduction.

### TDVSR

PSNR: 25.49. Result ID: 698c94f30b614d12cff1bd64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

Recorded evaluation configuration: {"Degradation model":"BI","Scale factor":"x4"}. This record does not assert independent reproduction.

### DBPN

PSNR: 25.37. Result ID: 698cb09b8b517eb4331c13a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64281e209131cea02fcb.md>)

Recorded evaluation configuration: {"Upscaling Factor":"4x"}. This record does not assert independent reproduction.

### VESCPN

PSNR: 25.35. Result ID: 698c94f30b614d12cff1bd63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63381e209131ce9fd876.md>)

[Implementation](<https://twitter.box.com/v/vespcn-vid4>)

Recorded evaluation configuration: {"Degradation model":"BI","Scale factor":"x4"}. This record does not assert independent reproduction.

### VESPCN

PSNR: 25.35. Result ID: 698cb09b8b517eb4331c13a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63381e209131ce9fd876.md>)

[Implementation](<https://twitter.box.com/v/vespcn-vid4>)

Recorded evaluation configuration: {"Upscaling Factor":"4x"}. This record does not assert independent reproduction.

### B123 + T

PSNR: 25.34. Result ID: 698cb09b8b517eb4331c13aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

Recorded evaluation configuration: {"Upscaling Factor":"4x"}. This record does not assert independent reproduction.

### IDNnet

PSNR: 25.06. Result ID: 698c94f30b614d12cff1bd61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642e1e209131cea033be.md>)

[Implementation](<https://github.com/Zheng222/IDN-Caffe>)

Recorded evaluation configuration: {"Degradation model":"BI","Scale factor":"x4"}. This record does not assert independent reproduction.

### VSRnet

PSNR: 24.81. Result ID: 698c94f30b614d12cff1bd62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64f71e209131cea076b9.md>)

Recorded evaluation configuration: {"Degradation model":"BI","Scale factor":"x4"}. This record does not assert independent reproduction.

### BRCN

PSNR: 24.43. Result ID: 698cb09b8b517eb4331c13a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

Recorded evaluation configuration: {"Upscaling Factor":"4x"}. This record does not assert independent reproduction.

### Bicubic

PSNR: 23.53. Result ID: 698cb09b8b517eb4331c13a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacc.md>)

Recorded evaluation configuration: {"Upscaling Factor":"4x"}. This record does not assert independent reproduction.

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