# Video Generation on TartanDrive

Source: [Video Generation on TartanDrive](<https://www.sota2.com/research/sota/video-generation-on-tartandrive>)

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

Data updated: 2026-06-30T09:16:24.036Z

Evaluation of video generation models on the TartanDrive dataset, assessed using perceptual quality metrics including PSNR, SSIM, and LPIPS.

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 Generation |
| Dataset (including any stated split) | TartanDrive |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-generation-on-tartandrive.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SWAM | 18.11 | Not recorded | 6a434da1ba73165dbb743df0 |
| CogVideoX | 17.2 | Not recorded | 6a434da1ba73165dbb743df0 |
| NWM+NoMaD | 13.84 | Not recorded | 6a434da1ba73165dbb743df0 |
| NWM+NoMaD | 13.75 | Not recorded | 6a434da1ba73165dbb743df0 |
| NWM+NoMaD | 13.64 | Not recorded | 6a434da1ba73165dbb743df0 |
| NWM+NoMaD | 13.22 | Not recorded | 6a434da1ba73165dbb743df0 |

### SWAM

PSNR: 18.11. Result ID: 6a43894dfbc373592c9561ff.

[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: 17.2. Result ID: 6a43894dfbc373592c9561fe.

[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: 13.84. Result ID: 6a43894dfbc373592c9561fb.

[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: 13.75. Result ID: 6a43894dfbc373592c9561fa.

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

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

### NWM+NoMaD

PSNR: 13.64. Result ID: 6a43894dfbc373592c9561fc.

[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: 13.22. Result ID: 6a43894dfbc373592c9561fd.

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

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

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