# 3D Face Reconstruction on REALY (frontal-view)

Source: [3D Face Reconstruction on REALY (frontal-view)](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view>)

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

Data updated: 2026-02-26T05:54:29.559Z

Evaluation of 3D Face Reconstruction performance on the frontal-view subset of the REALY dataset, reporting error metrics such as @RN, @RM, @RF, and @Rc.

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) | REALY (frontal-view) |
| Metric | Overall Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 34 of 34 |
| 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

- [Overall Error](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view.md?metric=Overall%20Error>): Lower is better; unit: SCALAR.

- [@RN](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view.md?metric=%40RN>): Lower is better; unit: SCALAR.

- [@RM](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view.md?metric=%40RM>): Lower is better; unit: SCALAR.

- [@RF](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view.md?metric=%40RF>): Lower is better; unit: SCALAR.

- [@Rc](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view.md?metric=%40Rc>): Lower is better; unit: SCALAR.

- [@nose Error](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view.md?metric=%40nose%20Error>): Lower is better; unit: SCALAR.

- [@mouth Error](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view.md?metric=%40mouth%20Error>): Lower is better; unit: SCALAR.

- [@forehead Error](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view.md?metric=%40forehead%20Error>): Lower is better; unit: SCALAR.

- [@cheek Error](<https://www.sota2.com/research/sota/3d-face-reconstruction-on-realy-frontal-view.md?metric=%40cheek%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Overall Error | Result date | Report paper |
| --- | --- | --- | --- |
| HiFace | 1.275 | Not recorded | 68fa70651e209131cea4aded |
| HiFace | 1.292 | Not recorded | 68fa70651e209131cea4aded |
| HiFace | 1.295 | Not recorded | 68fa70651e209131cea4aded |
| HiFace | 1.297 | Not recorded | 68fa70651e209131cea4aded |
| PRDL | 1.436 | Not recorded | 68fa72f41e209131cea59883 |
| PRDL | 1.468 | Not recorded | 68fa72f41e209131cea59883 |
| HRN | 1.537 | Not recorded | 68fa70651e209131cea4aded |
| HRN | 1.537 | Not recorded | 68fa71091e209131cea4ecbb |
| HRN | 1.537 | Not recorded | 68fa72f41e209131cea59883 |
| HiFace | 1.558 | Not recorded | 68fa70651e209131cea4aded |
| PRDL | 1.568 | Not recorded | 68fa72f41e209131cea59883 |
| HiFace | 1.6 | Not recorded | 68fa70651e209131cea4aded |
| Deep3D | 1.657 | Not recorded | 68fa70651e209131cea4aded |
| Deep3D | 1.657 | Not recorded | 68fa71091e209131cea4ecbb |
| Deep3D | 1.657 | Not recorded | 68fa72f41e209131cea59883 |
| AlbedoGAN | 1.746 | Not recorded | 68fa71091e209131cea4ecbb |
| MGCNet | 1.774 | Not recorded | 68fa70651e209131cea4aded |
| MGCNet | 1.774 | Not recorded | 68fa72f41e209131cea59883 |
| GANFit | 1.868 | Not recorded | 68fa71091e209131cea4ecbb |
| SADRNet | 1.913 | Not recorded | 68fa70651e209131cea4aded |
| 3DDFA-v2 | 1.926 | Not recorded | 68fa70651e209131cea4aded |
| 3DDFA-v2 | 1.926 | Not recorded | 68fa72f41e209131cea59883 |
| DECA | 2.01 | Not recorded | 68fa70651e209131cea4aded |
| DECA | 2.01 | Not recorded | 68fa71091e209131cea4ecbb |
| DECA | 2.01 | Not recorded | 68fa72f41e209131cea59883 |
| PRNet | 2.013 | Not recorded | 68fa71091e209131cea4ecbb |
| PRNet | 2.013 | Not recorded | 68fa72f41e209131cea59883 |
| EMOCA | 2.103 | Not recorded | 68fa70651e209131cea4aded |
| EMOCA | 2.103 | Not recorded | 68fa71091e209131cea4ecbb |
| MICA | 2.134 | Not recorded | 68fa70651e209131cea4aded |
| MICA | 2.134 | Not recorded | 68fa71091e209131cea4ecbb |
| DECA | 2.21 | Not recorded | 68fa70651e209131cea4aded |
| RingNet | 2.258 | Not recorded | 68fa71091e209131cea4ecbb |
| EMOCA | 2.388 | Not recorded | 68fa70651e209131cea4aded |

### HiFace

Overall Error: 1.275. Result ID: 69911bf13a6c31484905c164.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Implementation](<https://project-hiface.github.io/>)

Recorded evaluation configuration: {"Group":"Detail"}. This record does not assert independent reproduction.

### HiFace

Overall Error: 1.292. Result ID: 69911bf13a6c31484905c163.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Implementation](<https://project-hiface.github.io/>)

Recorded evaluation configuration: {"Group":"Detail","Ablation":"w/o dynamic factors"}. This record does not assert independent reproduction.

### HiFace

Overall Error: 1.295. Result ID: 69911bf13a6c31484905c162.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Implementation](<https://project-hiface.github.io/>)

Recorded evaluation configuration: {"Group":"Detail","Ablation":"w/o static factors"}. This record does not assert independent reproduction.

### HiFace

Overall Error: 1.297. Result ID: 69911bf13a6c31484905c15d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Implementation](<https://project-hiface.github.io/>)

Recorded evaluation configuration: {"Group":"Coarse"}. This record does not assert independent reproduction.

### PRDL

Overall Error: 1.436. Result ID: 6992a43b3a6c31484910576a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Implementation](<https://github.com/wang-zidu/3DDFA-V3>)

Recorded evaluation configuration: {"full\_method":true}. This record does not assert independent reproduction.

### PRDL

Overall Error: 1.468. Result ID: 6992a43b3a6c314849105769.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Implementation](<https://github.com/wang-zidu/3DDFA-V3>)

Recorded evaluation configuration: {"data\_config":"w/o Syn. Data"}. This record does not assert independent reproduction.

### HRN

Overall Error: 1.537. Result ID: 69911bf13a6c31484905c160.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428c1.md>)

[Implementation](<https://younglbw.github.io/HRN-homepage/>)

Recorded evaluation configuration: {"Group":"Detail"}. This record does not assert independent reproduction.

### HRN

Overall Error: 1.537. Result ID: 69918f2b3a6c31484908fbc4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428c1.md>)

[Implementation](<https://younglbw.github.io/HRN-homepage/>)

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

### HRN

Overall Error: 1.537. Result ID: 6992a43b3a6c314849105766.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428c1.md>)

[Implementation](<https://younglbw.github.io/HRN-homepage/>)

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

### HiFace

Overall Error: 1.558. Result ID: 69911bf13a6c31484905c15c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Implementation](<https://project-hiface.github.io/>)

Recorded evaluation configuration: {"Group":"Coarse","Synthetic Data":"Excluded"}. This record does not assert independent reproduction.

### PRDL

Overall Error: 1.568. Result ID: 6992a43b3a6c314849105768.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Implementation](<https://github.com/wang-zidu/3DDFA-V3>)

Recorded evaluation configuration: {"loss\_config":"w/o Lprdl"}. This record does not assert independent reproduction.

### HiFace

Overall Error: 1.6. Result ID: 69911bf13a6c31484905c161.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Implementation](<https://project-hiface.github.io/>)

Recorded evaluation configuration: {"Group":"Detail","Synthetic Data":"Excluded"}. This record does not assert independent reproduction.

### Deep3D

Overall Error: 1.657. Result ID: 69911bf13a6c31484905c155.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67531e209131cea15796.md>)

[Implementation](<https://github.com/Microsoft/Deep3DFaceReconstruction>)

Recorded evaluation configuration: {"Group":"Coarse"}. This record does not assert independent reproduction.

### Deep3D

Overall Error: 1.657. Result ID: 69918f2b3a6c31484908fbc5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67531e209131cea15796.md>)

[Implementation](<https://github.com/Microsoft/Deep3DFaceReconstruction>)

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

### Deep3D

Overall Error: 1.657. Result ID: 6992a43b3a6c314849105764.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67531e209131cea15796.md>)

[Implementation](<https://github.com/Microsoft/Deep3DFaceReconstruction>)

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

### AlbedoGAN

Overall Error: 1.746. Result ID: 69918f2b3a6c31484908fbc6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

[Implementation](<https://aashishrai3799.github.io/Towards-Realistic-Generative-3D-Face-Models>)

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

### MGCNet

Overall Error: 1.774. Result ID: 69911bf13a6c31484905c156.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680e1e209131cea19e4a.md>)

[Implementation](<https://github.com/jiaxiangshang/MGCNet>)

Recorded evaluation configuration: {"Group":"Coarse"}. This record does not assert independent reproduction.

### MGCNet

Overall Error: 1.774. Result ID: 6992a43b3a6c314849105763.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680e1e209131cea19e4a.md>)

[Implementation](<https://github.com/jiaxiangshang/MGCNet>)

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

### GANFit

Overall Error: 1.868. Result ID: 69918f2b3a6c31484908fbc7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

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

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

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

### SADRNet

Overall Error: 1.913. Result ID: 69911bf13a6c31484905c159.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a571e209131cea278b0.md>)

Recorded evaluation configuration: {"Group":"Coarse"}. This record does not assert independent reproduction.

### 3DDFA-v2

Overall Error: 1.926. Result ID: 69911bf13a6c31484905c157.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693c1e209131cea21131.md>)

[Implementation](<https://github.com/cleardusk/3DDFA_V2>)

Recorded evaluation configuration: {"Group":"Coarse"}. This record does not assert independent reproduction.

### 3DDFA-v2

Overall Error: 1.926. Result ID: 6992a43b3a6c314849105765.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693c1e209131cea21131.md>)

[Implementation](<https://github.com/cleardusk/3DDFA_V2>)

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

### DECA

Overall Error: 2.01. Result ID: 69911bf13a6c31484905c158.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25ea1.md>)

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

Recorded evaluation configuration: {"Group":"Coarse"}. This record does not assert independent reproduction.

### DECA

Overall Error: 2.01. Result ID: 69918f2b3a6c31484908fbc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25ea1.md>)

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

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

### DECA

Overall Error: 2.01. Result ID: 6992a43b3a6c314849105767.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25ea1.md>)

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

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

### PRNet

Overall Error: 2.013. Result ID: 69918f2b3a6c31484908fbc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

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

### PRNet

Overall Error: 2.013. Result ID: 6992a43b3a6c314849105762.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f41e209131cea59883.md>)

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

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

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

### EMOCA

Overall Error: 2.103. Result ID: 69911bf13a6c31484905c15a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c651e209131cea33cdc.md>)

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

Recorded evaluation configuration: {"Group":"Coarse"}. This record does not assert independent reproduction.

### EMOCA

Overall Error: 2.103. Result ID: 69918f2b3a6c31484908fbca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

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

### MICA

Overall Error: 2.134. Result ID: 69911bf13a6c31484905c15b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc4.md>)

[Implementation](<https://zielon.github.io/mica/>)

Recorded evaluation configuration: {"Group":"Coarse"}. This record does not assert independent reproduction.

### MICA

Overall Error: 2.134. Result ID: 69918f2b3a6c31484908fbcb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bbc4.md>)

[Implementation](<https://zielon.github.io/mica/>)

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

### DECA

Overall Error: 2.21. Result ID: 69911bf13a6c31484905c15e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25ea1.md>)

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

Recorded evaluation configuration: {"Group":"Detail"}. This record does not assert independent reproduction.

### RingNet

Overall Error: 2.258. Result ID: 69918f2b3a6c31484908fbcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecbb.md>)

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

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

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

### EMOCA

Overall Error: 2.388. Result ID: 69911bf13a6c31484905c15f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c651e209131cea33cdc.md>)

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

Recorded evaluation configuration: {"Group":"Detail"}. This record does not assert independent reproduction.

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