# 3D face reconstruction on benchmark High-Quality (HQ) 1.0

Source: [3D face reconstruction on benchmark High-Quality (HQ) 1.0](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-benchmark-high-quality-hq-1-0>)

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

Data updated: 2026-02-26T05:52:31.038Z

Evaluation of 3D face reconstruction performance on the benchmark High-Quality (HQ) 1.0 dataset, typically measured using Median, Mean, and Standard Deviation error in millimeters.

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) | benchmark High-Quality (HQ) 1.0 |
| Metric | Median 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

- [Median Error (mm)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-benchmark-high-quality-hq-1-0.md?metric=Median%20Error%20(mm)>): Lower is better; unit: SCALAR.

- [Mean Error (mm)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-benchmark-high-quality-hq-1-0.md?metric=Mean%20Error%20(mm)>): Lower is better; unit: SCALAR.

- [Std Dev Error (mm)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-benchmark-high-quality-hq-1-0.md?metric=Std%20Dev%20Error%20(mm)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Median Error (mm) | Result date | Report paper |
| --- | --- | --- | --- |
| RingNet | 1.58 | Not recorded | 68fa65c71e209131cea0c761 |
| RingNet | 1.58 | Not recorded | 68fa68311e209131cea1aa8a |
| PRNet | 1.6 | Not recorded | 68fa65c71e209131cea0c761 |
| 3DMM-CNN | 1.85 | Not recorded | 68fa65c71e209131cea0c761 |
| ExPose face sub-network f | 1.91 | Not recorded | 68fa68311e209131cea1aa8a |
| Extreme3D | 2.37 | Not recorded | 68fa65c71e209131cea0c761 |

### RingNet

Median Error (mm): 1.58. Result ID: 698cc9998b517eb4331cbdbf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c71e209131cea0c761.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c71e209131cea0c761.md>)

[Implementation](<http://ringnet.is.tuebingen.mpg.de/>)

Recorded evaluation configuration: {"3D supervision":"false","Evaluation subset":"1427 images"}. This record does not assert independent reproduction.

### RingNet

Median Error (mm): 1.58. Result ID: 698d61588b517eb4332110fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68311e209131cea1aa8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c71e209131cea0c761.md>)

[Implementation](<http://ringnet.is.tuebingen.mpg.de/>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### PRNet

Median Error (mm): 1.6. Result ID: 698cc9998b517eb4331cbdbc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c71e209131cea0c761.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e71.md>)

[Implementation](<https://github.com/YadiraF/PRNet>)

Recorded evaluation configuration: {"3D supervision":"true","Evaluation subset":"1427 images"}. This record does not assert independent reproduction.

### 3DMM-CNN

Median Error (mm): 1.85. Result ID: 698cc9998b517eb4331cbdbe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c71e209131cea0c761.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: {"3D supervision":"true","Evaluation subset":"1427 images"}. This record does not assert independent reproduction.

### ExPose face sub-network f

Median Error (mm): 1.91. Result ID: 698d61588b517eb4332110fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68311e209131cea1aa8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68311e209131cea1aa8a.md>)

[Implementation](<https://expose.is.tue.mpg.de/>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### Extreme3D

Median Error (mm): 2.37. Result ID: 698cc9998b517eb4331cbdbd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65c71e209131cea0c761.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea0352a.md>)

Recorded evaluation configuration: {"3D supervision":"true","Evaluation subset":"1427 images"}. This record does not assert independent reproduction.

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