# Image-to-Video Generation on Wan 14B 2.2

Source: [Image-to-Video Generation on Wan 14B 2.2](<https://www.sota2.com/research/sota/image-to-video-generation-on-wan-14b-2-2>)

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

Data updated: 2026-03-11T07:02:33.312Z

Evaluation of Image-to-Video generation models on the Wan 14B 2.2 dataset, assessed using perceptual quality metrics (PSNR, SSIM, LPIPS, ImgQual, SubCons) and computational metrics (FLOP, 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 | Image-to-Video Generation |
| Dataset (including any stated split) | Wan 14B 2.2 |
| Metric | Image Quality Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Image Quality Score](<https://www.sota2.com/research/sota/image-to-video-generation-on-wan-14b-2-2.md?metric=Image%20Quality%20Score>): Higher is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/image-to-video-generation-on-wan-14b-2-2.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-to-video-generation-on-wan-14b-2-2.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-to-video-generation-on-wan-14b-2-2.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [Subjective Consistency](<https://www.sota2.com/research/sota/image-to-video-generation-on-wan-14b-2-2.md?metric=Subjective%20Consistency>): Higher is better; unit: SCALAR.

- [Density](<https://www.sota2.com/research/sota/image-to-video-generation-on-wan-14b-2-2.md?metric=Density>): Higher is better; unit: PERCENT.

- [FLOP (PFLOPS)](<https://www.sota2.com/research/sota/image-to-video-generation-on-wan-14b-2-2.md?metric=FLOP%20(PFLOPS)>): Lower is better; unit: SIZE.

- [Speedup](<https://www.sota2.com/research/sota/image-to-video-generation-on-wan-14b-2-2.md?metric=Speedup>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Image Quality Score | Result date | Report paper |
| --- | --- | --- | --- |
| Wan 2.2 14B (Full Attention) | 0.704 | Not recorded | 69b0f6f22d603e6de3e45c32 |
| SVG-EAR | 0.704 | Not recorded | 69b0f6f22d603e6de3e45c32 |
| SpargeAttn | 0.703 | Not recorded | 69b0f6f22d603e6de3e45c32 |
| SVG | 0.703 | Not recorded | 69b0f6f22d603e6de3e45c32 |
| SVG-EAR-Turbo | 0.702 | Not recorded | 69b0f6f22d603e6de3e45c32 |
| SVG2 | 0.701 | Not recorded | 69b0f6f22d603e6de3e45c32 |
| SVG2-Turbo | 0.7 | Not recorded | 69b0f6f22d603e6de3e45c32 |

### Wan 2.2 14B (Full Attention)

Image Quality Score: 0.704. Result ID: 69b113076dbb7075b95aeb4e.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f22d603e6de3e45c32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76f7d.md>)

Recorded evaluation configuration: {"Resolution":"720P"}. This record does not assert independent reproduction.

### SVG-EAR

Image Quality Score: 0.704. Result ID: 69b113076dbb7075b95aeb53.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f22d603e6de3e45c32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6f22d603e6de3e45c32.md>)

Recorded evaluation configuration: {"Resolution":"720P"}. This record does not assert independent reproduction.

### SpargeAttn

Image Quality Score: 0.703. Result ID: 69b113076dbb7075b95aeb4f.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f22d603e6de3e45c32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bbe1e209131cea8a28a.md>)

Recorded evaluation configuration: {"Resolution":"720P"}. This record does not assert independent reproduction.

### SVG

Image Quality Score: 0.703. Result ID: 69b113076dbb7075b95aeb50.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f22d603e6de3e45c32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78471e209131cea7791d.md>)

Recorded evaluation configuration: {"Resolution":"720P"}. This record does not assert independent reproduction.

### SVG-EAR-Turbo

Image Quality Score: 0.702. Result ID: 69b113076dbb7075b95aeb54.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f22d603e6de3e45c32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6f22d603e6de3e45c32.md>)

Recorded evaluation configuration: {"Resolution":"720P","Turbo":"True"}. This record does not assert independent reproduction.

### SVG2

Image Quality Score: 0.701. Result ID: 69b113076dbb7075b95aeb51.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f22d603e6de3e45c32.md>)

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

Recorded evaluation configuration: {"Resolution":"720P"}. This record does not assert independent reproduction.

### SVG2-Turbo

Image Quality Score: 0.7. Result ID: 69b113076dbb7075b95aeb52.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f22d603e6de3e45c32.md>)

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

Recorded evaluation configuration: {"Resolution":"720P","Turbo":"True"}. This record does not assert independent reproduction.

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