# 3D Face Reconstruction on Voxceleb-3D (test)

Source: [3D Face Reconstruction on Voxceleb-3D (test)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-voxceleb-3d-test>)

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

Data updated: 2026-02-26T05:59:53.935Z

Evaluation of 3D face reconstruction performance on the test split of the Voxceleb-3D dataset, measured using metrics such as RMSE.

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 | 3D Face Reconstruction |
| Dataset (including any stated split) | Voxceleb-3D (test) |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-voxceleb-3d-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| CMP | 1.21 | Not recorded | 68fa6c121e209131cea31eb4 |
| CMP | 1.312 | Not recorded | 68fa6c121e209131cea31eb4 |
| Base-2 | 1.348 | Not recorded | 68fa6c121e209131cea31eb4 |
| Base-1 | 1.357 | Not recorded | 68fa6c121e209131cea31eb4 |

### CMP

RMSE: 1.21. Result ID: 698ec6edffc3901de0a10487.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

Recorded evaluation configuration: {"Registration Scope":"Holistic","Alignment Protocol":"ICP","Supervision":"supervised"}. This record does not assert independent reproduction.

### CMP

RMSE: 1.312. Result ID: 698ec6edffc3901de0a10488.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

Recorded evaluation configuration: {"Registration Scope":"Holistic","Alignment Protocol":"ICP","Supervision":"unsupervised"}. This record does not assert independent reproduction.

### Base-2

RMSE: 1.348. Result ID: 698ec6edffc3901de0a10486.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536a2.md>)

[Implementation](<https://choyingw.github.io/works/SynergyNet/>)

Recorded evaluation configuration: {"Registration Scope":"Holistic","Alignment Protocol":"ICP"}. This record does not assert independent reproduction.

### Base-1

RMSE: 1.357. Result ID: 698ec6edffc3901de0a10485.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693c1e209131cea21131.md>)

[Implementation](<https://github.com/cleardusk/3DDFA_V2>)

Recorded evaluation configuration: {"Registration Scope":"Holistic","Alignment Protocol":"ICP"}. This record does not assert independent reproduction.

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