# Image-to-video generation on Human Evaluation 40 LLM-generated prompts 1.0 (test)

Source: [Image-to-video generation on Human Evaluation 40 LLM-generated prompts 1.0 (test)](<https://www.sota2.com/research/sota/image-to-video-generation-on-human-evaluation-40-llm-generated-prompts-1-0-test>)

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

Data updated: 2026-04-21T07:34:43.224Z

Human evaluation results for Image-to-video generation models tested on the 40 LLM-generated prompts 1.0 (test) set, assessed using ELO scoring for overall quality, prompt adherence, and video fidelity.

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) | Human Evaluation 40 LLM-generated prompts 1.0 (test) |
| Metric | Total ELO |
| 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

- [Total ELO](<https://www.sota2.com/research/sota/image-to-video-generation-on-human-evaluation-40-llm-generated-prompts-1-0-test.md?metric=Total%20ELO>): Higher is better; unit: SCALAR.

- [Prompt-following ELO](<https://www.sota2.com/research/sota/image-to-video-generation-on-human-evaluation-40-llm-generated-prompts-1-0-test.md?metric=Prompt-following%20ELO>): Higher is better; unit: SCALAR.

- [Video-fidelity ELO](<https://www.sota2.com/research/sota/image-to-video-generation-on-human-evaluation-40-llm-generated-prompts-1-0-test.md?metric=Video-fidelity%20ELO>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Total ELO | Result date | Report paper |
| --- | --- | --- | --- |
| Wan2.1 | 1114.8 | Not recorded | 69e7048e7d0172140ec7ecd0 |
| HunyuanVideo-1.5 | 1083 | Not recorded | 69e7048e7d0172140ec7ecd0 |
| Wan2.2 | 1062.4 | Not recorded | 69e7048e7d0172140ec7ecd0 |
| LTX-Video 2 | 1041.5 | Not recorded | 69e7048e7d0172140ec7ecd0 |
| Motif-Video | 1026.2 | Not recorded | 69e7048e7d0172140ec7ecd0 |
| Wan2.1 | 1015.6 | Not recorded | 69e7048e7d0172140ec7ecd0 |
| SANA-Video | 915.3 | Not recorded | 69e7048e7d0172140ec7ecd0 |
| CogVideoX | 851.5 | Not recorded | 69e7048e7d0172140ec7ecd0 |

### Wan2.1

Total ELO: 1114.8. Result ID: 69e7281947f34ce924cd03ab.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7ecd0.md>)

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

Recorded evaluation configuration: {"Params":"14B"}. This record does not assert independent reproduction.

### HunyuanVideo-1.5

Total ELO: 1083. Result ID: 69e7281947f34ce924cd03ac.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7ecd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692538abd6b0dd334292fa17.md>)

Recorded evaluation configuration: {"Params":"6.5B"}. This record does not assert independent reproduction.

### Wan2.2

Total ELO: 1062.4. Result ID: 69e7281947f34ce924cd03ad.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7ecd0.md>)

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

Recorded evaluation configuration: {"Params":"5B"}. This record does not assert independent reproduction.

### LTX-Video 2

Total ELO: 1041.5. Result ID: 69e7281947f34ce924cd03ae.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7ecd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695de86e53fdd5c361743bb8.md>)

[Implementation](<https://github.com/Lightricks/LTX-2>)

Recorded evaluation configuration: {"Params":"14B"}. This record does not assert independent reproduction.

### Motif-Video

Total ELO: 1026.2. Result ID: 69e7281947f34ce924cd03af.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7ecd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7ecd0.md>)

Recorded evaluation configuration: {"Params":"2B"}. This record does not assert independent reproduction.

### Wan2.1

Total ELO: 1015.6. Result ID: 69e7281947f34ce924cd03b0.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7ecd0.md>)

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

Recorded evaluation configuration: {"Params":"1.3B"}. This record does not assert independent reproduction.

### SANA-Video

Total ELO: 915.3. Result ID: 69e7281947f34ce924cd03b1.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7ecd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c827.md>)

Recorded evaluation configuration: {"Params":"2B"}. This record does not assert independent reproduction.

### CogVideoX

Total ELO: 851.5. Result ID: 69e7281947f34ce924cd03b2.

[Reporting paper](<https://www.sota2.com/research/paper/69e7048e7d0172140ec7ecd0.md>)

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

Recorded evaluation configuration: {"Params":"5B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.