# 3D-aware Image Synthesis on CelebA (test)

Source: [3D-aware Image Synthesis on CelebA (test)](<https://www.sota2.com/research/sota/3d-aware-image-synthesis-on-celeba-test>)

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

Data updated: 2026-02-26T05:44:14.023Z

Evaluation of 3D-aware image synthesis models on the test split of the CelebA dataset, typically measured using FID, IS, and depth variance metrics.

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 Image Synthesis |
| Dataset (including any stated split) | CelebA (test) |
| Metric | FID |
| 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

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

- [IS](<https://www.sota2.com/research/sota/3d-aware-image-synthesis-on-celeba-test.md?metric=IS>): Higher is better; unit: SCALAR.

- [Weighted Depth Variance (Στi)](<https://www.sota2.com/research/sota/3d-aware-image-synthesis-on-celeba-test.md?metric=Weighted%20Depth%20Variance%20(%CE%A3%CF%84i)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| GOF | 14.2 | Not recorded | 68fa6b2f1e209131cea2cb14 |
| GOF | 14.4 | Not recorded | 68fa6b2f1e209131cea2cb14 |
| pi-GAN | 15.1 | Not recorded | 68fa6b2f1e209131cea2cb14 |
| GOF | 17 | Not recorded | 68fa6b2f1e209131cea2cb14 |
| GRAF | 41.4 | Not recorded | 68fa6b2f1e209131cea2cb14 |

### GOF

FID: 14.2. Result ID: 698e6bbeffc3901de09d7512.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb14.md>)

[Implementation](<https://github.com/SheldonTsui/GOF_NeurIPS2021>)

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

### GOF

FID: 14.4. Result ID: 698e6bbeffc3901de09d7511.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb14.md>)

[Implementation](<https://github.com/SheldonTsui/GOF_NeurIPS2021>)

Recorded evaluation configuration: {"Resolution":"128 x 128 px","Ablation":"without L\_opacity"}. This record does not assert independent reproduction.

### pi-GAN

FID: 15.1. Result ID: 698e6bbeffc3901de09d750f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea23455.md>)

[Implementation](<https://marcoamonteiro.github.io/pi-GAN-website/>)

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

### GOF

FID: 17. Result ID: 698e6bbeffc3901de09d7510.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb14.md>)

[Implementation](<https://github.com/SheldonTsui/GOF_NeurIPS2021>)

Recorded evaluation configuration: {"Resolution":"128 x 128 px","Ablation":"without L\_normal"}. This record does not assert independent reproduction.

### GRAF

FID: 41.4. Result ID: 698e6bbeffc3901de09d750e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2f1e209131cea2cb14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69981e209131cea22ef4.md>)

[Implementation](<https://github.com/autonomousvision/graf>)

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

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