# 3D-aware Image Synthesis on CELEBA-HQ

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

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

Data updated: 2026-02-26T05:44:16.655Z

Evaluation of 3D-aware image synthesis models on the CELEBA-HQ dataset, typically measured using FID.

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-HQ |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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-hq.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| MVCGAN | 11.8 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| MVCGAN | 12.9 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| GIRAFFE | 36 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| GIRAFFE | 36.2 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| pi-GAN | 39.7 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| pi-GAN | 41.8 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| GRAF | 47.5 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| GRAF | 57.7 | Not recorded | 68fa6c3b1e209131cea32ec4 |

### MVCGAN

FID: 11.8. Result ID: 698ef99d3a6c314849f436fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### MVCGAN

FID: 12.9. Result ID: 698ef99d3a6c314849f436fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

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

### GIRAFFE

FID: 36. Result ID: 698ef99d3a6c314849f436fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea2490b.md>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### GIRAFFE

FID: 36.2. Result ID: 698ef99d3a6c314849f436fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea2490b.md>)

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

### pi-GAN

FID: 39.7. Result ID: 698ef99d3a6c314849f436f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

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

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

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### pi-GAN

FID: 41.8. Result ID: 698ef99d3a6c314849f436fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

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

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

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

### GRAF

FID: 47.5. Result ID: 698ef99d3a6c314849f436f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

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

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

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### GRAF

FID: 57.7. Result ID: 698ef99d3a6c314849f436f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c3b1e209131cea32ec4.md>)

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

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

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

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