# Head Avatar Synthesis on INSTA (test)

Source: [Head Avatar Synthesis on INSTA (test)](<https://www.sota2.com/research/sota/head-avatar-synthesis-on-insta-test>)

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

Data updated: 2026-02-26T05:52:55.530Z

Evaluation of Head Avatar Synthesis models using operational metrics such as model size (GS num.), training time, and inference speed (FPS) on the test split of the INSTA 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 | Head Avatar Synthesis |
| Dataset (including any stated split) | INSTA (test) |
| Metric | Model Size (GS Count) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [Model Size (GS Count)](<https://www.sota2.com/research/sota/head-avatar-synthesis-on-insta-test.md?metric=Model%20Size%20(GS%20Count)>): Lower is better; unit: SCALAR.

- [Training Time (h)](<https://www.sota2.com/research/sota/head-avatar-synthesis-on-insta-test.md?metric=Training%20Time%20(h)>): Lower is better; unit: TIME.

- [Inference FPS](<https://www.sota2.com/research/sota/head-avatar-synthesis-on-insta-test.md?metric=Inference%20FPS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Model Size (GS Count) | Result date | Report paper |
| --- | --- | --- | --- |
| FA | 16 | Not recorded | 68fa77911e209131cea73f9a |
| MGA | 100 | Not recorded | 68fa77911e209131cea73f9a |
| FATE | 496 | Not recorded | 68fa77911e209131cea73f9a |
| GA | 7233 | Not recorded | 68fa77911e209131cea73f9a |
| SA | 558188 | Not recorded | 68fa77911e209131cea73f9a |

### FA

Model Size (GS Count): 16. Result ID: 6995409c3badfaffe62b1ccd.

[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.

### MGA

Model Size (GS Count): 100. Result ID: 6995409c3badfaffe62b1ccf.

[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

Model Size (GS Count): 496. Result ID: 6995409c3badfaffe62b1cd1.

[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.

### GA

Model Size (GS Count): 7233. Result ID: 6995409c3badfaffe62b1cd0.

[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.

### SA

Model Size (GS Count): 558188. Result ID: 6995409c3badfaffe62b1cce.

[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.

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