# 3D Face Shape Reconstruction on MICC Florence Faces multi-frame

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

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

Data updated: 2026-02-26T05:21:16.677Z

Evaluation of 3D Face Shape Reconstruction performance on the MICC Florence Faces multi-frame dataset, typically measured using 3DRMSE and 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 Shape Reconstruction |
| Dataset (including any stated split) | MICC Florence Faces multi-frame |
| Metric | 3DRMSE |
| 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

- [3DRMSE](<https://www.sota2.com/research/sota/3d-face-shape-reconstruction-on-micc-florence-faces-multi-frame.md?metric=3DRMSE>): Lower is better; unit: SCALAR.

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

- [Log10 Value](<https://www.sota2.com/research/sota/3d-face-shape-reconstruction-on-micc-florence-faces-multi-frame.md?metric=Log10%20Value>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | 3DRMSE | Result date | Report paper |
| --- | --- | --- | --- |
| CNN3DMM | 1.53 | Not recorded | 68fa63071e209131ce9fc758 |
| 3DMM | 1.6 | Not recorded | 68fa63071e209131ce9fc758 |
| 3DDFA | 1.83 | Not recorded | 68fa63071e209131ce9fc758 |
| Multi-resolution multi-view approach | 1.84 | Not recorded | 68fa63071e209131ce9fc758 |
| Edge based method | 1.84 | Not recorded | 68fa63071e209131ce9fc758 |
| Generic | 1.88 | Not recorded | 68fa63071e209131ce9fc758 |

### CNN3DMM

3DRMSE: 1.53. Result ID: 698c153cf729bc7f68e82f45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63071e209131ce9fc758.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: {"Input Type":"Multi-frame","Pooling":true,"Inference Speed (sec)":0.088}. This record does not assert independent reproduction.

### 3DMM

3DRMSE: 1.6. Result ID: 698c153cf729bc7f68e82f41.

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

Recorded evaluation configuration: {"Input Type":"Multi-frame","Pooling":true,"Inference Speed (sec)":120}. This record does not assert independent reproduction.

### 3DDFA

3DRMSE: 1.83. Result ID: 698c153cf729bc7f68e82f42.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea03574.md>)

[Implementation](<http://www.cbsr.ia.ac.cn/users/xiangyuzhu/>)

Recorded evaluation configuration: {"Input Type":"Multi-frame","Pooling":true,"Inference Speed (sec)":0.146}. This record does not assert independent reproduction.

### Multi-resolution multi-view approach

3DRMSE: 1.84. Result ID: 698c153cf729bc7f68e82f43.

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

Recorded evaluation configuration: {"Input Type":"Multi-frame","Inference Speed (sec)":0.372}. This record does not assert independent reproduction.

### Edge based method

3DRMSE: 1.84. Result ID: 698c153cf729bc7f68e82f44.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03b3c.md>)

Recorded evaluation configuration: {"Input Type":"Multi-frame","Pooling":true,"Inference Speed (sec)":52.3}. This record does not assert independent reproduction.

### Generic

3DRMSE: 1.88. Result ID: 698c153cf729bc7f68e82f40.

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

Recorded evaluation configuration: {"Input Type":"Multi-frame","Pooling":true}. This record does not assert independent reproduction.

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