# Monocular Facial Avatar Reconstruction on PointAvatar Dataset (test)

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

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

Data updated: 2026-02-26T05:55:17.878Z

Evaluation of Monocular Facial Avatar Reconstruction performance using fidelity metrics (PSNR, SSIM, LPIPS) on the test split of the PointAvatar Dataset.

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) | PointAvatar 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-pointavatar-dataset-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| FATE | 28.74 | Not recorded | 68fa77911e209131cea73f9a |
| MonoGaussian Avatar | 28.16 | Not recorded | 68fa77911e209131cea73f9a |
| FATE | 27.45 | Not recorded | 68fa77911e209131cea73f9a |
| FlashAvatar | 26.45 | Not recorded | 68fa77911e209131cea73f9a |
| SplattingAvatar | 24.76 | Not recorded | 68fa77911e209131cea73f9a |
| Gaussian Avatars | 24.51 | Not recorded | 68fa77911e209131cea73f9a |

### FATE

PSNR: 28.74. Result ID: 6995409c3badfaffe62b1cb1.

[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.

### MonoGaussian Avatar

PSNR: 28.16. Result ID: 6995409c3badfaffe62b1caf.

[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: 27.45. Result ID: 6995409c3badfaffe62b1cb2.

[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: 26.45. Result ID: 6995409c3badfaffe62b1cad.

[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: 24.76. Result ID: 6995409c3badfaffe62b1cae.

[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: 24.51. Result ID: 6995409c3badfaffe62b1cb0.

[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.

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