# 3D Face Reconstruction on 3DFAW, AFLW2000, and wikihuman (23 images) (test)

Source: [3D Face Reconstruction on 3DFAW, AFLW2000, and wikihuman (23 images) (test)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-3dfaw-aflw2000-and-wikihuman-23-images-test>)

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

Data updated: 2026-02-26T05:58:09.016Z

Evaluation of 3D Face Reconstruction performance using a combined test set comprising 3DFAW, AFLW2000, and 23 images from Wikihuman.

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) | 3DFAW, AFLW2000, and wikihuman (23 images) (test) |
| Metric | Position Error Mean (cm) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [Position Error Mean (cm)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-3dfaw-aflw2000-and-wikihuman-23-images-test.md?metric=Position%20Error%20Mean%20(cm)>): Lower is better; unit: SCALAR.

- [Position Error Std Dev (cm)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-3dfaw-aflw2000-and-wikihuman-23-images-test.md?metric=Position%20Error%20Std%20Dev%20(cm)>): Lower is better; unit: SCALAR.

- [Normal Error Mean (rad)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-3dfaw-aflw2000-and-wikihuman-23-images-test.md?metric=Normal%20Error%20Mean%20(rad)>): Lower is better; unit: SCALAR.

- [Normal Error Std Dev (rad)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-3dfaw-aflw2000-and-wikihuman-23-images-test.md?metric=Normal%20Error%20Std%20Dev%20(rad)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Position Error Mean (cm) | Result date | Report paper |
| --- | --- | --- | --- |
| \[9\] | 0.174 | Not recorded | 68fa6b431e209131cea2d151 |
| Tran et al. | 0.176 | Not recorded | 68fa6b431e209131cea2d151 |
| High Fidelity Monocular Face Reconstruction | 0.181 | Not recorded | 68fa6b431e209131cea2d151 |
| Lattas et al. | 0.184 | Not recorded | 68fa6b431e209131cea2d151 |
| Yamaguchi et al. | 0.236 | Not recorded | 68fa6b431e209131cea2d151 |

### \[9\]

Position Error Mean (cm): 0.174. Result ID: 698e7428ffc3901de09db997.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d151.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69141e209131cea2010c.md>)

Recorded evaluation configuration: {"approach":"optimization-based"}. This record does not assert independent reproduction.

### Tran et al.

Position Error Mean (cm): 0.176. Result ID: 698e7428ffc3901de09db996.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d151.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67cc1e209131cea187e7.md>)

Recorded evaluation configuration: {"model":"non-linear 3DMM"}. This record does not assert independent reproduction.

### High Fidelity Monocular Face Reconstruction

Position Error Mean (cm): 0.181. Result ID: 698e7428ffc3901de09db998.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d151.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d151.md>)

Recorded evaluation configuration: {"model":"standard 3DMM geometry"}. This record does not assert independent reproduction.

### Lattas et al.

Position Error Mean (cm): 0.184. Result ID: 698e7428ffc3901de09db995.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d151.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673e1e209131cea15286.md>)

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

### Yamaguchi et al.

Position Error Mean (cm): 0.236. Result ID: 698e7428ffc3901de09db994.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b431e209131cea2d151.md>)

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

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