# 3D-aware image synthesis on Shapenet Cars (test)

Source: [3D-aware image synthesis on Shapenet Cars (test)](<https://www.sota2.com/research/sota/3d-aware-image-synthesis-on-shapenet-cars-test>)

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

Data updated: 2026-02-26T05:44:49.336Z

Evaluation of 3D-aware image synthesis performance on the test split of the Shapenet Cars category, measured using metrics like FID50k and Jensen-Shannon divergence (JS).

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) | Shapenet Cars (test) |
| Metric | FID50k |
| 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

- [FID50k](<https://www.sota2.com/research/sota/3d-aware-image-synthesis-on-shapenet-cars-test.md?metric=FID50k>): Lower is better; unit: SCALAR.

- [JS Divergence](<https://www.sota2.com/research/sota/3d-aware-image-synthesis-on-shapenet-cars-test.md?metric=JS%20Divergence>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID50k | Result date | Report paper |
| --- | --- | --- | --- |
| PoF3D | 3.78 | Not recorded | 68fa6ece1e209131cea42464 |
| CAMPARI+EG3D | 4.66 | Not recorded | 68fa6ece1e209131cea42464 |
| EG3D | 9.68 | Not recorded | 68fa6ece1e209131cea42464 |
| CAMPARI | 68.91 | Not recorded | 68fa6ece1e209131cea42464 |

### PoF3D

FID50k: 3.78. Result ID: 699045ff3a6c314849ff6177.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea42464.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea42464.md>)

Recorded evaluation configuration: {"pose annotations":"no"}. This record does not assert independent reproduction.

### CAMPARI+EG3D

FID50k: 4.66. Result ID: 699045ff3a6c314849ff6175.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea42464.md>)

Recorded evaluation configuration: {"pose annotations":"no"}. This record does not assert independent reproduction.

### EG3D

FID50k: 9.68. Result ID: 699045ff3a6c314849ff6176.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea42464.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c6a1e209131cea33f96.md>)

Recorded evaluation configuration: {"pose annotations":"yes"}. This record does not assert independent reproduction.

### CAMPARI

FID50k: 68.91. Result ID: 699045ff3a6c314849ff6174.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea42464.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23580.md>)

Recorded evaluation configuration: {"pose annotations":"no"}. This record does not assert independent reproduction.

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