# Audio-to-video synthesis on EMTD

Source: [Audio-to-video synthesis on EMTD](<https://www.sota2.com/research/sota/audio-to-video-synthesis-on-emtd>)

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

Data updated: 2026-03-25T13:36:33.568Z

Evaluation of models performing audio-to-video synthesis on the EMTD dataset, assessed using LSE-C, LSE-D, FID, and FVD metrics.

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 | Audio-to-video synthesis |
| Dataset (including any stated split) | EMTD |
| Metric | LSE-C |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [LSE-C](<https://www.sota2.com/research/sota/audio-to-video-synthesis-on-emtd.md?metric=LSE-C>): Lower is better; unit: SCALAR.

- [LSE-D](<https://www.sota2.com/research/sota/audio-to-video-synthesis-on-emtd.md?metric=LSE-D>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/audio-to-video-synthesis-on-emtd.md?metric=FID>): Lower is better; unit: SCALAR.

- [FVD](<https://www.sota2.com/research/sota/audio-to-video-synthesis-on-emtd.md?metric=FVD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | LSE-C | Result date | Report paper |
| --- | --- | --- | --- |
| UniAVGen | 7.05 | Not recorded | 690c2b732828b7cc6937c495 |
| OmniAvatar | 7.19 | Not recorded | 690c2b732828b7cc6937c495 |
| Wan-S2V | 7.24 | Not recorded | 690c2b732828b7cc6937c495 |

### UniAVGen

LSE-C: 7.05. Result ID: 69c3e40347f34ce924ad6fa8.

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

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

Recorded evaluation configuration: {"training\_mode":"multi-task fine-tuning"}. This record does not assert independent reproduction.

### OmniAvatar

LSE-C: 7.19. Result ID: 69c3e40347f34ce924ad6fa6.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Wan-S2V

LSE-C: 7.24. Result ID: 69c3e40347f34ce924ad6fa7.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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