# Text-to-Video Generation on Wan 1.3B Text-to-Video 480P 2.1

Source: [Text-to-Video Generation on Wan 1.3B Text-to-Video 480P 2.1](<https://www.sota2.com/research/sota/text-to-video-generation-on-wan-1-3b-text-to-video-480p-2-1>)

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

Data updated: 2026-04-15T08:04:39.410Z

Evaluation of Text-to-Video generation models on the Wan 1.3B Text-to-Video 480P 2.1 dataset, assessed using perceptual quality metrics (SSIM, PSNR, LPIPS) and efficiency metrics (Latency, Speedup).

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 | Text-to-Video Generation |
| Dataset (including any stated split) | Wan 1.3B Text-to-Video 480P 2.1 |
| Metric | Temporal Fidelity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Temporal Fidelity](<https://www.sota2.com/research/sota/text-to-video-generation-on-wan-1-3b-text-to-video-480p-2-1.md?metric=Temporal%20Fidelity>): Higher is better; unit: PERCENT.

- [Motion Score](<https://www.sota2.com/research/sota/text-to-video-generation-on-wan-1-3b-text-to-video-480p-2-1.md?metric=Motion%20Score>): Higher is better; unit: PERCENT.

- [Aesthetic Quality](<https://www.sota2.com/research/sota/text-to-video-generation-on-wan-1-3b-text-to-video-480p-2-1.md?metric=Aesthetic%20Quality>): Higher is better; unit: PERCENT.

- [SSIM](<https://www.sota2.com/research/sota/text-to-video-generation-on-wan-1-3b-text-to-video-480p-2-1.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [PSNR](<https://www.sota2.com/research/sota/text-to-video-generation-on-wan-1-3b-text-to-video-480p-2-1.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/text-to-video-generation-on-wan-1-3b-text-to-video-480p-2-1.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [Latency (s)](<https://www.sota2.com/research/sota/text-to-video-generation-on-wan-1-3b-text-to-video-480p-2-1.md?metric=Latency%20(s)>): Lower is better; unit: TIME.

- [Speedup (×)](<https://www.sota2.com/research/sota/text-to-video-generation-on-wan-1-3b-text-to-video-480p-2-1.md?metric=Speedup%20(%C3%97)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Temporal Fidelity | Result date | Report paper |
| --- | --- | --- | --- |
| Dense | 97.36 | Not recorded | 69df1ba67d0172140ec7ba27 |
| PASA | 97.06 | Not recorded | 69df1ba67d0172140ec7ba27 |
| PISA | 97 | Not recorded | 69df1ba67d0172140ec7ba27 |
| SVG2 | 96.78 | Not recorded | 69df1ba67d0172140ec7ba27 |

### Dense

Temporal Fidelity: 97.36. Result ID: 69df468847f34ce924c7e009.

[Reporting paper](<https://www.sota2.com/research/paper/69df1ba67d0172140ec7ba27.md>)

Recorded evaluation configuration: {"Sparsity":"0.00%"}. This record does not assert independent reproduction.

### PASA

Temporal Fidelity: 97.06. Result ID: 69df468847f34ce924c7e00c.

[Reporting paper](<https://www.sota2.com/research/paper/69df1ba67d0172140ec7ba27.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1ba67d0172140ec7ba27.md>)

Recorded evaluation configuration: {"Sparsity":"85%"}. This record does not assert independent reproduction.

### PISA

Temporal Fidelity: 97. Result ID: 69df468847f34ce924c7e00b.

[Reporting paper](<https://www.sota2.com/research/paper/69df1ba67d0172140ec7ba27.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69818134a8b01e76cc8e2365.md>)

[Implementation](<https://github.com/xie-lab-ml/piecewise-sparse-attention>)

Recorded evaluation configuration: {"Sparsity":"85%"}. This record does not assert independent reproduction.

### SVG2

Temporal Fidelity: 96.78. Result ID: 69df468847f34ce924c7e00a.

[Reporting paper](<https://www.sota2.com/research/paper/69df1ba67d0172140ec7ba27.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be31e209131cea8b13e.md>)

Recorded evaluation configuration: {"Sparsity":"84.5%"}. This record does not assert independent reproduction.

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