# 3D Face Shape Reconstruction on MICC Florence Faces single-view

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

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

Data updated: 2026-02-26T05:21:16.652Z

Evaluation of 3D Face Shape Reconstruction performance on the MICC Florence Faces single-view dataset, reporting metrics such as 3DRMSE, RMSE, log10, and Rel.

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 single-view |
| Metric | 3DRMSE |
| 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

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

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

- [log10 Error](<https://www.sota2.com/research/sota/3d-face-shape-reconstruction-on-micc-florence-faces-single-view.md?metric=log10%20Error>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | 3DRMSE | Result date | Report paper |
| --- | --- | --- | --- |
| CNN3DMM | 1.57 | Not recorded | 68fa63071e209131ce9fc758 |
| 3DMM | 1.75 | Not recorded | 68fa63071e209131ce9fc758 |
| Flow-based | 1.83 | Not recorded | 68fa63071e209131ce9fc758 |
| Generic | 1.88 | Not recorded | 68fa63071e209131ce9fc758 |

### CNN3DMM

3DRMSE: 1.57. Result ID: 698c153cf729bc7f68e82f3f.

[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":"Single-view","Inference Speed (sec)":0.088}. This record does not assert independent reproduction.

### 3DMM

3DRMSE: 1.75. Result ID: 698c153cf729bc7f68e82f3d.

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

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

### Flow-based

3DRMSE: 1.83. Result ID: 698c153cf729bc7f68e82f3e.

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

Recorded evaluation configuration: {"Input Type":"Single-view","Inference Speed (sec)":13.3}. This record does not assert independent reproduction.

### Generic

3DRMSE: 1.88. Result ID: 698c153cf729bc7f68e82f3c.

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

Recorded evaluation configuration: {"Input Type":"Single-view"}. This record does not assert independent reproduction.

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