# Video Synthesis on SCAND

Source: [Video Synthesis on SCAND](<https://www.sota2.com/research/sota/video-synthesis-on-scand>)

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

Data updated: 2026-06-30T09:16:24.095Z

Evaluation of Video Synthesis performance on the SCAND dataset, typically assessed using metrics like FVD.

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 Synthesis |
| Dataset (including any stated split) | SCAND |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-synthesis-on-scand.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [FVD](<https://www.sota2.com/research/sota/video-synthesis-on-scand.md?metric=FVD>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/video-synthesis-on-scand.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/video-synthesis-on-scand.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SWAM | 16.11 | Not recorded | 6a434da1ba73165dbb743df0 |
| CogVideoX | 15.04 | Not recorded | 6a434da1ba73165dbb743df0 |
| NWM+NoMaD | 11.95 | Not recorded | 6a434da1ba73165dbb743df0 |
| NWM+NoMaD | 11.85 | Not recorded | 6a434da1ba73165dbb743df0 |
| NWM+NoMaD | 11.79 | Not recorded | 6a434da1ba73165dbb743df0 |
| NWM+NoMaD | 11.66 | Not recorded | 6a434da1ba73165dbb743df0 |

### SWAM

PSNR: 16.11. Result ID: 6a43894dfbc373592c9561f9.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da1ba73165dbb743df0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434da1ba73165dbb743df0.md>)

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

### CogVideoX

PSNR: 15.04. Result ID: 6a43894dfbc373592c9561f8.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da1ba73165dbb743df0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a01e209131cea74741.md>)

Recorded evaluation configuration: {"Training strategy":"Joint"}. This record does not assert independent reproduction.

### NWM+NoMaD

PSNR: 11.95. Result ID: 6a43894dfbc373592c9561f7.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da1ba73165dbb743df0.md>)

Recorded evaluation configuration: {"Model scale":"x16"}. This record does not assert independent reproduction.

### NWM+NoMaD

PSNR: 11.85. Result ID: 6a43894dfbc373592c9561f5.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da1ba73165dbb743df0.md>)

Recorded evaluation configuration: {"Model scale":"x4"}. This record does not assert independent reproduction.

### NWM+NoMaD

PSNR: 11.79. Result ID: 6a43894dfbc373592c9561f6.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da1ba73165dbb743df0.md>)

Recorded evaluation configuration: {"Model scale":"x8"}. This record does not assert independent reproduction.

### NWM+NoMaD

PSNR: 11.66. Result ID: 6a43894dfbc373592c9561f4.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da1ba73165dbb743df0.md>)

Recorded evaluation configuration: {"Model scale":"x2"}. This record does not assert independent reproduction.

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