# Joint Audio-Video Generation on Custom human-centric audio-video real and anime images (test)

Source: [Joint Audio-Video Generation on Custom human-centric audio-video real and anime images (test)](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test>)

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

Data updated: 2026-03-25T13:36:33.680Z

Evaluation of models performing Joint Audio-Video Generation using the test split of the Custom human-centric audio-video real and anime images dataset, assessed using metrics including PQ, CU, and WER.

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 | Joint Audio-Video Generation |
| Dataset (including any stated split) | Custom human-centric audio-video real and anime images (test) |
| Metric | PQ |
| 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

- [PQ](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test.md?metric=PQ>): Higher is better; unit: SCALAR.

- [CU](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test.md?metric=CU>): Higher is better; unit: SCALAR.

- [WER](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test.md?metric=WER>): Lower is better; unit: SCALAR.

- [SC](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test.md?metric=SC>): Higher is better; unit: SCALAR.

- [DD](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test.md?metric=DD>): Lower is better; unit: SCALAR.

- [IQ](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test.md?metric=IQ>): Higher is better; unit: SCALAR.

- [LS](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test.md?metric=LS>): Higher is better; unit: SCALAR.

- [TC](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test.md?metric=TC>): Higher is better; unit: SCALAR.

- [EC](<https://www.sota2.com/research/sota/joint-audio-video-generation-on-custom-human-centric-audio-video-real-and-anime-images-test.md?metric=EC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PQ | Result date | Report paper |
| --- | --- | --- | --- |
| OmniAvatar | 8.15 | Not recorded | 690c2b732828b7cc6937c495 |
| Wan-S2V | 8.15 | Not recorded | 690c2b732828b7cc6937c495 |
| UniAVGen | 7 | Not recorded | 690c2b732828b7cc6937c495 |
| Ovi | 6.03 | Not recorded | 690c2b732828b7cc6937c495 |
| JavisDiT | 5.21 | Not recorded | 690c2b732828b7cc6937c495 |
| Universe-1 | 4.56 | Not recorded | 690c2b732828b7cc6937c495 |

### OmniAvatar

PQ: 8.15. Result ID: 69c3e40347f34ce924ad6faf.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b732828b7cc6937c495.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a41e209131cea7e9ee.md>)

Recorded evaluation configuration: {"Generation Paradigm":"Two-stage Generation","Parameters (S+V)":"21.1B"}. This record does not assert independent reproduction.

### Wan-S2V

PQ: 8.15. Result ID: 69c3e40347f34ce924ad6fb0.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b732828b7cc6937c495.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ae61e209131cea85cba.md>)

Recorded evaluation configuration: {"Generation Paradigm":"Two-stage Generation","Parameters (S+V)":"16.6B"}. This record does not assert independent reproduction.

### UniAVGen

PQ: 7. Result ID: 69c3e40347f34ce924ad6fb4.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b732828b7cc6937c495.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690c2b732828b7cc6937c495.md>)

Recorded evaluation configuration: {"Generation Paradigm":"Joint Generation","Joint Training Samples":"1.3M","Parameters (S+V)":"7.1B"}. This record does not assert independent reproduction.

### Ovi

PQ: 6.03. Result ID: 69c3e40347f34ce924ad6fb3.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b732828b7cc6937c495.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd21e209131cea8ab7e.md>)

Recorded evaluation configuration: {"Generation Paradigm":"Joint Generation","Joint Training Samples":"30.7M","Parameters (S+V)":"10.9B"}. This record does not assert independent reproduction.

### JavisDiT

PQ: 5.21. Result ID: 69c3e40347f34ce924ad6fb1.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b732828b7cc6937c495.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77ad1e209131cea74a45.md>)

Recorded evaluation configuration: {"Generation Paradigm":"Joint Generation","Joint Training Samples":"10.1M","Parameters (S+V)":"3.7B"}. This record does not assert independent reproduction.

### Universe-1

PQ: 4.56. Result ID: 69c3e40347f34ce924ad6fb2.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b732828b7cc6937c495.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2f1e209131cea871c2.md>)

Recorded evaluation configuration: {"Generation Paradigm":"Joint Generation","Joint Training Samples":"6.4M","Parameters (S+V)":"7.1B"}. This record does not assert independent reproduction.

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