# 3D-aware Portrait Synthesis on CelebAHQ-Mask 512x512 (test)

Source: [3D-aware Portrait Synthesis on CelebAHQ-Mask 512x512 (test)](<https://www.sota2.com/research/sota/3d-aware-portrait-synthesis-on-celebahq-mask-512x512-test>)

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

Data updated: 2026-02-26T05:44:17.454Z

Evaluation of 3D-aware portrait synthesis models using the test split of the CelebAHQ-Mask dataset rendered at 512x512 resolution, typically measured using FID, KID, and Identity preservation metrics (ID).

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-aware Portrait Synthesis |
| Dataset (including any stated split) | CelebAHQ-Mask 512x512 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower 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

- [FID](<https://www.sota2.com/research/sota/3d-aware-portrait-synthesis-on-celebahq-mask-512x512-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [KID](<https://www.sota2.com/research/sota/3d-aware-portrait-synthesis-on-celebahq-mask-512x512-test.md?metric=KID>): Lower is better; unit: SCALAR.

- [ID Similarity](<https://www.sota2.com/research/sota/3d-aware-portrait-synthesis-on-celebahq-mask-512x512-test.md?metric=ID%20Similarity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| IDE-3D | 4.9 | Not recorded | 68fa6ca21e209131cea35175 |
| StyleSDF | 7.28 | Not recorded | 68fa6ca21e209131cea35175 |
| FENeRF | 13.2 | Not recorded | 68fa6ca21e209131cea35175 |
| StyleNeRF | 16.6 | Not recorded | 68fa6ca21e209131cea35175 |

### IDE-3D

FID: 4.9. Result ID: 698f299c3a6c314849f67405.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35175.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35175.md>)

Recorded evaluation configuration: {"Resolution":"512x512"}. This record does not assert independent reproduction.

### StyleSDF

FID: 7.28. Result ID: 698f299c3a6c314849f67404.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35175.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321cd.md>)

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

Recorded evaluation configuration: {"Resolution":"512x512"}. This record does not assert independent reproduction.

### FENeRF

FID: 13.2. Result ID: 698f299c3a6c314849f67402.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35175.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f74.md>)

Recorded evaluation configuration: {"Resolution":"128x128"}. This record does not assert independent reproduction.

### StyleNeRF

FID: 16.6. Result ID: 698f299c3a6c314849f67403.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35175.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b141e209131cea2c047.md>)

Recorded evaluation configuration: {"Resolution":"512x512"}. This record does not assert independent reproduction.

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