# Monocular Facial Avatar Reconstruction on NerFace Dataset (test)

Source: [Monocular Facial Avatar Reconstruction on NerFace Dataset (test)](<https://www.sota2.com/research/sota/monocular-facial-avatar-reconstruction-on-nerface-dataset-test>)

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

Data updated: 2026-02-26T05:55:17.898Z

Evaluation of Monocular Facial Avatar Reconstruction performance on the test split of the NerFace Dataset, typically measured using image quality metrics like PSNR, SSIM, and LPIPS.

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 | Monocular Facial Avatar Reconstruction |
| Dataset (including any stated split) | NerFace Dataset (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher 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

- [PSNR](<https://www.sota2.com/research/sota/monocular-facial-avatar-reconstruction-on-nerface-dataset-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/monocular-facial-avatar-reconstruction-on-nerface-dataset-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/monocular-facial-avatar-reconstruction-on-nerface-dataset-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| MonoGaussian Avatar | 33.78 | Not recorded | 68fa77911e209131cea73f9a |
| FATE | 33.7 | Not recorded | 68fa77911e209131cea73f9a |
| FATE | 32.59 | Not recorded | 68fa77911e209131cea73f9a |
| FlashAvatar | 31.38 | Not recorded | 68fa77911e209131cea73f9a |
| SplattingAvatar | 29.34 | Not recorded | 68fa77911e209131cea73f9a |
| Gaussian Avatars | 29.06 | Not recorded | 68fa77911e209131cea73f9a |

### MonoGaussian Avatar

PSNR: 33.78. Result ID: 6995409c3badfaffe62b1cb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71651e209131cea512c5.md>)

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

### FATE

PSNR: 33.7. Result ID: 6995409c3badfaffe62b1cb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73f9a.md>)

Recorded evaluation configuration: {"Baking":"false"}. This record does not assert independent reproduction.

### FATE

PSNR: 32.59. Result ID: 6995409c3badfaffe62b1cb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73f9a.md>)

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

### FlashAvatar

PSNR: 31.38. Result ID: 6995409c3badfaffe62b1cb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72af1e209131cea57db6.md>)

[Implementation](<https://ustc3dv.github.io/FlashAvatar/>)

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

### SplattingAvatar

PSNR: 29.34. Result ID: 6995409c3badfaffe62b1cb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727b1e209131cea56aec.md>)

[Implementation](<https://github.com/initialneil/SplattingAvatar>)

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

### Gaussian Avatars

PSNR: 29.06. Result ID: 6995409c3badfaffe62b1cb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c31.md>)

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

Page 1 of 1. This is an index page, not the full collection.