# 3D-aware Image Synthesis on AFHQ cat v2

Source: [3D-aware Image Synthesis on AFHQ cat v2](<https://www.sota2.com/research/sota/3d-aware-image-synthesis-on-afhq-cat-v2>)

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

Data updated: 2026-02-26T05:44:16.672Z

Evaluation of 3D-aware image synthesis models on the AFHQ Cat v2 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) | AFHQ cat v2 |
| 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-image-synthesis-on-afhq-cat-v2.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| MVCGAN | 17.1 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| GIRAFFE | 29.2 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| pi-GAN | 42 | Not recorded | 68fa6c3b1e209131cea32ec4 |
| GRAF | 75.8 | Not recorded | 68fa6c3b1e209131cea32ec4 |

### MVCGAN

FID: 17.1. Result ID: 698ef99d3a6c314849f4370a.

[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.

### GIRAFFE

FID: 29.2. Result ID: 698ef99d3a6c314849f43709.

[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.

### pi-GAN

FID: 42. Result ID: 698ef99d3a6c314849f43708.

[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.

### GRAF

FID: 75.8. Result ID: 698ef99d3a6c314849f43707.

[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.

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