# Audio-driven portrait animation on Hallo3 (test)

Source: [Audio-driven portrait animation on Hallo3 (test)](<https://www.sota2.com/research/sota/audio-driven-portrait-animation-on-hallo3-test>)

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

Data updated: 2026-02-26T05:48:21.079Z

Evaluation of Audio-driven Portrait Animation performance on the test split of the Hallo3 dataset, assessed using metrics including FID, FVD, LSE-C, LSE-D, and Pose Std.

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-driven portrait animation |
| Dataset (including any stated split) | Hallo3 (test) |
| Metric | LSE-C |
| Unit | SCALAR |
| Direction | Lower 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

- [LSE-C](<https://www.sota2.com/research/sota/audio-driven-portrait-animation-on-hallo3-test.md?metric=LSE-C>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/audio-driven-portrait-animation-on-hallo3-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [FVD](<https://www.sota2.com/research/sota/audio-driven-portrait-animation-on-hallo3-test.md?metric=FVD>): Lower is better; unit: SCALAR.

- [LSE-D](<https://www.sota2.com/research/sota/audio-driven-portrait-animation-on-hallo3-test.md?metric=LSE-D>): Lower is better; unit: SCALAR.

- [Pose Std](<https://www.sota2.com/research/sota/audio-driven-portrait-animation-on-hallo3-test.md?metric=Pose%20Std>): Lower is better; unit: SCALAR.

## Recorded results

| Method | LSE-C | Result date | Report paper |
| --- | --- | --- | --- |
| AniPortrait | 3.212 | Not recorded | 6940e7b2456146936284f98c |
| EchoMimic | 5.133 | Not recorded | 6940e7b2456146936284f98c |
| Hallo3 | 5.778 | Not recorded | 6940e7b2456146936284f98c |
| AniTalker | 5.873 | Not recorded | 6940e7b2456146936284f98c |
| V-Express | 6.23 | Not recorded | 6940e7b2456146936284f98c |
| FLOAT | 6.287 | Not recorded | 6940e7b2456146936284f98c |
| STARCaster | 6.292 | Not recorded | 6940e7b2456146936284f98c |
| STARCaster | 6.397 | Not recorded | 6940e7b2456146936284f98c |

### AniPortrait

LSE-C: 3.212. Result ID: 699847b35698665ec4a49acd.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea5805f.md>)

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

### EchoMimic

LSE-C: 5.133. Result ID: 699847b35698665ec4a49acb.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa740d1e209131cea5f79d.md>)

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

### Hallo3

LSE-C: 5.778. Result ID: 699847b35698665ec4a49ace.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea73230.md>)

[Implementation](<https://fudan-generative-vision.github.io/hallo3>)

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

### AniTalker

LSE-C: 5.873. Result ID: 699847b35698665ec4a49aca.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73141e209131cea5a5b7.md>)

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

### V-Express

LSE-C: 6.23. Result ID: 699847b35698665ec4a49acc.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736f1e209131cea5c78a.md>)

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

### FLOAT

LSE-C: 6.287. Result ID: 699847b35698665ec4a49acf.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b641e209131cea88220.md>)

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

### STARCaster

LSE-C: 6.292. Result ID: 699847b35698665ec4a49ad0.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

Recorded evaluation configuration: {"ID-driven generation":false}. This record does not assert independent reproduction.

### STARCaster

LSE-C: 6.397. Result ID: 699847b35698665ec4a49ad1.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7b2456146936284f98c.md>)

Recorded evaluation configuration: {"ID-driven generation":true}. This record does not assert independent reproduction.

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