# Unconditional Image Synthesis on MS-COCO 2017 (test)

Source: [Unconditional Image Synthesis on MS-COCO 2017 (test)](<https://www.sota2.com/research/sota/unconditional-image-synthesis-on-ms-coco-2017-test>)

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

Data updated: 2026-02-26T05:44:15.106Z

Evaluation of models performing unconditional image synthesis on the test split of the MS-COCO 2017 dataset, typically assessed using the Fréchet Inception Distance (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 | Unconditional Image Synthesis |
| Dataset (including any stated split) | MS-COCO 2017 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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/unconditional-image-synthesis-on-ms-coco-2017-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| PoE-GAN | 43.4 | Not recorded | 68fa6b681e209131cea2e285 |
| StyleGAN2 | 43.6 | Not recorded | 68fa6b681e209131cea2e285 |

### PoE-GAN

FID: 43.4. Result ID: 698e8930ffc3901de09e7053.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e285.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e285.md>)

Recorded evaluation configuration: {"Resolution":"256x256","Conditioning":"None"}. This record does not assert independent reproduction.

### StyleGAN2

FID: 43.6. Result ID: 698e8930ffc3901de09e7052.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e285.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea15349.md>)

[Implementation](<https://github.com/NVlabs/stylegan2>)

Recorded evaluation configuration: {"Resolution":"256x256","Conditioning":"None"}. This record does not assert independent reproduction.

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