# Monocular Video Reconstruction on IMAvatar

Source: [Monocular Video Reconstruction on IMAvatar](<https://www.sota2.com/research/sota/monocular-video-reconstruction-on-imavatar>)

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

Data updated: 2026-02-26T05:53:59.081Z

Evaluation of Monocular Video Reconstruction performance on the IMAvatar dataset, focusing on model complexity measured by the Number of Gaussians used.

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 Video Reconstruction |
| Dataset (including any stated split) | IMAvatar |
| Metric | Number of Gaussians |
| Unit | SCALAR |
| Direction | Higher 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

- [Number of Gaussians](<https://www.sota2.com/research/sota/monocular-video-reconstruction-on-imavatar.md?metric=Number%20of%20Gaussians>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Number of Gaussians | Result date | Report paper |
| --- | --- | --- | --- |
| SplattingAvatar | 617274 | Not recorded | 68fa77911e209131cea73f9a |
| GaussianAvatars | 3814 | Not recorded | 68fa77911e209131cea73f9a |
| FATE | 386 | Not recorded | 68fa77911e209131cea73f9a |
| FlashAvatar | 16 | Not recorded | 68fa77911e209131cea73f9a |

### SplattingAvatar

Number of Gaussians: 617274. Result ID: 6995409c3badfaffe62b1cc3.

[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.

### GaussianAvatars

Number of Gaussians: 3814. Result ID: 6995409c3badfaffe62b1cc4.

[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.

### FATE

Number of Gaussians: 386. Result ID: 6995409c3badfaffe62b1cc5.

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

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

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

### FlashAvatar

Number of Gaussians: 16. Result ID: 6995409c3badfaffe62b1cc2.

[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.

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