# Video Super-Resolution on Vid4 (Scene-wise PSNR/SSIM)

Source: [Video Super-Resolution on Vid4 (Scene-wise PSNR/SSIM)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim>)

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

Data updated: 2026-02-26T05:57:05.207Z

Evaluation of Video Super-Resolution performance on the Vid4 dataset, reporting PSNR and SSIM scores for Calendar, City, Foliage, and Walk sequences, along with overall averages.

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 |
| Metric | PSNR (Calendar) |
| 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 (Calendar)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=PSNR%20(Calendar)>): Higher is better; unit: SCALAR.

- [SSIM (Calendar)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=SSIM%20(Calendar)>): Higher is better; unit: SCALAR.

- [PSNR (City)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=PSNR%20(City)>): Higher is better; unit: SCALAR.

- [SSIM (City)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=SSIM%20(City)>): Higher is better; unit: SCALAR.

- [PSNR (Foliage)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=PSNR%20(Foliage)>): Higher is better; unit: SCALAR.

- [SSIM (Foliage)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=SSIM%20(Foliage)>): Higher is better; unit: SCALAR.

- [PSNR (Walk)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=PSNR%20(Walk)>): Higher is better; unit: SCALAR.

- [SSIM (Walk)](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=SSIM%20(Walk)>): Higher is better; unit: SCALAR.

- [Avg PSNR](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=Avg%20PSNR>): Higher is better; unit: SCALAR.

- [Avg SSIM](<https://www.sota2.com/research/sota/video-super-resolution-on-vid4-scene-wise-psnr-ssim.md?metric=Avg%20SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR (Calendar) | Result date | Report paper |
| --- | --- | --- | --- |
| EvTexture+ | 26.44 | Not recorded | 68fa73be1e209131cea5e32b |
| EvTexture | 26.1 | Not recorded | 68fa73be1e209131cea5e32b |
| EBVSR | 25.17 | Not recorded | 68fa73be1e209131cea5e32b |
| RTVAR | 24.65 | Not recorded | 68fa73be1e209131cea5e32b |
| RVRT | 24.55 | Not recorded | 68fa73be1e209131cea5e32b |
| VRT | 24.52 | Not recorded | 68fa73be1e209131cea5e32b |
| BasicVSR++ | 24.5 | Not recorded | 68fa73be1e209131cea5e32b |
| IconVSR | 24.07 | Not recorded | 68fa73be1e209131cea5e32b |
| EDVR | 23.98 | Not recorded | 68fa73be1e209131cea5e32b |
| BasicVSR | 23.87 | Not recorded | 68fa73be1e209131cea5e32b |
| DAVSR | 22.09 | Not recorded | 68fa6d121e209131cea3770a |
| EGVSR | 21.53 | Not recorded | 68fa73be1e209131cea5e32b |
| SuperSloMo+BasicVSR++ | 18.3 | Not recorded | 68fa6d121e209131cea3770a |
| DAIN+BasicVSR++ | 18.05 | Not recorded | 68fa6d121e209131cea3770a |
| SuperSloMo+EDVR+++BasicVSR++ | 17.59 | Not recorded | 68fa6d121e209131cea3770a |
| DAIN+EDVR+++BasicVSR++ | 17.35 | Not recorded | 68fa6d121e209131cea3770a |
| SuperSloMo+CDVD-TSP+BasicVSR++ | 17.11 | Not recorded | 68fa6d121e209131cea3770a |
| DAIN+CDVD-TSP+BasicVSR++ | 17.05 | Not recorded | 68fa6d121e209131cea3770a |

### EvTexture+

PSNR (Calendar): 26.44. Result ID: 69931ae63a6c31484913bf16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Implementation](<https://github.com/DachunKai/EvTexture>)

Recorded evaluation configuration: {"Input Type":"I+E","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### EvTexture

PSNR (Calendar): 26.1. Result ID: 69931ae63a6c31484913bf15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Implementation](<https://github.com/DachunKai/EvTexture>)

Recorded evaluation configuration: {"Input Type":"I+E","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### EBVSR

PSNR (Calendar): 25.17. Result ID: 69931ae63a6c31484913bf14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

Recorded evaluation configuration: {"Input Type":"I+E","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### RTVAR

PSNR (Calendar): 24.65. Result ID: 69931ae63a6c31484913bf0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b641e209131cea2e06d.md>)

[Implementation](<https://github.com/redrock303/Revisiting-Temporal-Alignment-for-Video-Restoration.git>)

Recorded evaluation configuration: {"Input Type":"I","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### RVRT

PSNR (Calendar): 24.55. Result ID: 69931ae63a6c31484913bf11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce5a.md>)

[Implementation](<https://github.com/JingyunLiang/RVRT>)

Recorded evaluation configuration: {"Input Type":"I","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### VRT

PSNR (Calendar): 24.52. Result ID: 69931ae63a6c31484913bf12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc81e209131cea35fa3.md>)

[Implementation](<https://github.com/JingyunLiang/VRT>)

Recorded evaluation configuration: {"Input Type":"I","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### BasicVSR++

PSNR (Calendar): 24.5. Result ID: 69931ae63a6c31484913bf10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d71e209131cea24818.md>)

[Implementation](<https://github.com/open-mmlab/mmediting>)

Recorded evaluation configuration: {"Input Type":"I","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### IconVSR

PSNR (Calendar): 24.07. Result ID: 69931ae63a6c31484913bf0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea2355e.md>)

Recorded evaluation configuration: {"Input Type":"I","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### EDVR

PSNR (Calendar): 23.98. Result ID: 69931ae63a6c31484913bf0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

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

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

Recorded evaluation configuration: {"Input Type":"I","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### BasicVSR

PSNR (Calendar): 23.87. Result ID: 69931ae63a6c31484913bf0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea2355e.md>)

Recorded evaluation configuration: {"Input Type":"I","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### DAVSR

PSNR (Calendar): 22.09. Result ID: 698f89e63a6c314849f9cd4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea3770a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea3770a.md>)

[Implementation](<https://github.com/caojiezhang/DAVSR>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EGVSR

PSNR (Calendar): 21.53. Result ID: 69931ae63a6c31484913bf13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73be1e209131cea5e32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429ff.md>)

Recorded evaluation configuration: {"Input Type":"I+E","Scale":"4x","Evaluation Channel":"Y-channel"}. This record does not assert independent reproduction.

### SuperSloMo+BasicVSR++

PSNR (Calendar): 18.3. Result ID: 698f89e63a6c314849f9cd4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea3770a.md>)

Recorded evaluation configuration: {"Pipeline":"SuperSloMo + BasicVSR++","trained on blur\_bicubic REDS":true}. This record does not assert independent reproduction.

### DAIN+BasicVSR++

PSNR (Calendar): 18.05. Result ID: 698f89e63a6c314849f9cd49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea3770a.md>)

Recorded evaluation configuration: {"Pipeline":"DAIN + BasicVSR++","trained on blur\_bicubic REDS":true}. This record does not assert independent reproduction.

### SuperSloMo+EDVR+++BasicVSR++

PSNR (Calendar): 17.59. Result ID: 698f89e63a6c314849f9cd4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea3770a.md>)

Recorded evaluation configuration: {"Pipeline":"SuperSloMo + EDVR++ + BasicVSR++"}. This record does not assert independent reproduction.

### DAIN+EDVR+++BasicVSR++

PSNR (Calendar): 17.35. Result ID: 698f89e63a6c314849f9cd48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea3770a.md>)

Recorded evaluation configuration: {"Pipeline":"DAIN + EDVR++ + BasicVSR++"}. This record does not assert independent reproduction.

### SuperSloMo+CDVD-TSP+BasicVSR++

PSNR (Calendar): 17.11. Result ID: 698f89e63a6c314849f9cd4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea3770a.md>)

Recorded evaluation configuration: {"Pipeline":"SuperSloMo + CDVD-TSP + BasicVSR++"}. This record does not assert independent reproduction.

### DAIN+CDVD-TSP+BasicVSR++

PSNR (Calendar): 17.05. Result ID: 698f89e63a6c314849f9cd47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea3770a.md>)

Recorded evaluation configuration: {"Pipeline":"DAIN + CDVD-TSP + BasicVSR++"}. This record does not assert independent reproduction.

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