# 3D Face Reconstruction from Voice on Voxceleb-3D

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

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

Data updated: 2026-02-26T05:42:22.153Z

Evaluation of 3D face reconstruction performance using voice input on the Voxceleb-3D dataset, measured using error rates (ER, FR, MR, CR) and Mean ARE.

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 from Voice |
| Dataset (including any stated split) | Voxceleb-3D |
| Metric | Error Rate (ER) |
| Unit | PERCENT |
| 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

- [Error Rate (ER)](<https://www.sota2.com/research/sota/3d-face-reconstruction-from-voice-on-voxceleb-3d.md?metric=Error%20Rate%20(ER)>): Lower is better; unit: PERCENT.

- [False Rejection Rate (FR)](<https://www.sota2.com/research/sota/3d-face-reconstruction-from-voice-on-voxceleb-3d.md?metric=False%20Rejection%20Rate%20(FR)>): Lower is better; unit: PERCENT.

- [Miss Rate (MR)](<https://www.sota2.com/research/sota/3d-face-reconstruction-from-voice-on-voxceleb-3d.md?metric=Miss%20Rate%20(MR)>): Lower is better; unit: PERCENT.

- [Confusion Rate (CR)](<https://www.sota2.com/research/sota/3d-face-reconstruction-from-voice-on-voxceleb-3d.md?metric=Confusion%20Rate%20(CR)>): Lower is better; unit: PERCENT.

- [Mean ARE](<https://www.sota2.com/research/sota/3d-face-reconstruction-from-voice-on-voxceleb-3d.md?metric=Mean%20ARE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Error Rate (ER) | Result date | Report paper |
| --- | --- | --- | --- |
| CMP | 1.52 | Not recorded | 68fa6c121e209131cea31eb4 |
| CMP | 1.81 | Not recorded | 68fa6c121e209131cea31eb4 |
| Base-2 | 3.11 | Not recorded | 68fa6c121e209131cea31eb4 |
| Base-1 | 3.19 | Not recorded | 68fa6c121e209131cea31eb4 |

### CMP

Error Rate (ER): 1.52. Result ID: 698ec6edffc3901de0a1048f.

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

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

Recorded evaluation configuration: {"Supervision Type":"supervised"}. This record does not assert independent reproduction.

### CMP

Error Rate (ER): 1.81. Result ID: 698ec6edffc3901de0a10490.

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

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

Recorded evaluation configuration: {"Supervision Type":"unsupervised"}. This record does not assert independent reproduction.

### Base-2

Error Rate (ER): 3.11. Result ID: 698ec6edffc3901de0a1048e.

[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: Not recorded. This record does not assert independent reproduction.

### Base-1

Error Rate (ER): 3.19. Result ID: 698ec6edffc3901de0a1048d.

[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: Not recorded. This record does not assert independent reproduction.

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