# 3D Face Reconstruction on MICC Florence 3D Faces (Outdoor)

Source: [3D Face Reconstruction on MICC Florence 3D Faces (Outdoor)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-micc-florence-3d-faces-outdoor>)

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

Data updated: 2026-02-26T05:52:04.104Z

Evaluation of 3D Face Reconstruction performance on the MICC Florence 3D Faces (Outdoor) dataset, typically reporting Mean Error (mm) and Standard Deviation.

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) | MICC Florence 3D Faces (Outdoor) |
| Metric | Mean Error (mm) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Mean Error (mm)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-micc-florence-3d-faces-outdoor.md?metric=Mean%20Error%20(mm)>): Lower is better; unit: SCALAR.

- [Std. Dev. (mm)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-micc-florence-3d-faces-outdoor.md?metric=Std.%20Dev.%20(mm)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean Error (mm) | Result date | Report paper |
| --- | --- | --- | --- |
| GANFIT | 0.94 | Not recorded | 68fa68471e209131cea1b065 |
| Ours | 1.48 | Not recorded | 68fa64831e209131cea050ef |
| Genova et al. | 1.48 | Not recorded | 68fa68471e209131cea1b065 |
| Booth et al. | 1.63 | Not recorded | 68fa68471e209131cea1b065 |
| Tran et al. | 1.86 | Not recorded | 68fa64831e209131cea050ef |
| Tran et al. | 1.86 | Not recorded | 68fa68471e209131cea1b065 |

### GANFIT

Mean Error (mm): 0.94. Result ID: 698d661a8b517eb43321351d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b065.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b065.md>)

[Implementation](<https://github.com/barisgecer/ganfit>)

Recorded evaluation configuration: {"sampling":"5 frames","multi-image":true}. This record does not assert independent reproduction.

### Ours

Mean Error (mm): 1.48. Result ID: 698c49ac37894ef7d9cd40ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050ef.md>)

[Implementation](<http://github.com/google/tf_mesh_renderer>)

Recorded evaluation configuration: {"Alignment":"ICP","Scale Estimation":"Isotropic","Output Type":"Video-averaged"}. This record does not assert independent reproduction.

### Genova et al.

Mean Error (mm): 1.48. Result ID: 698d661a8b517eb43321351c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b065.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050ef.md>)

[Implementation](<http://github.com/google/tf_mesh_renderer>)

Recorded evaluation configuration: {"sampling":"all frames"}. This record does not assert independent reproduction.

### Booth et al.

Mean Error (mm): 1.63. Result ID: 698d661a8b517eb43321351b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b065.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631b1e209131ce9fcd78.md>)

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

### Tran et al.

Mean Error (mm): 1.86. Result ID: 698c49ac37894ef7d9cd40ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63071e209131ce9fc758.md>)

[Implementation](<https://www.sota2.com/www.openu.ac.il/home/hassner/projects/CNN3DMM>)

Recorded evaluation configuration: {"Alignment":"ICP","Scale Estimation":"Isotropic","Output Type":"Video-averaged"}. This record does not assert independent reproduction.

### Tran et al.

Mean Error (mm): 1.86. Result ID: 698d661a8b517eb43321351a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b065.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63071e209131ce9fc758.md>)

[Implementation](<https://www.sota2.com/www.openu.ac.il/home/hassner/projects/CNN3DMM>)

Recorded evaluation configuration: {"sampling":"all frames"}. This record does not assert independent reproduction.

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