# Image Generation on CIFAR-10 (IS, FID)

Source: [Image Generation on CIFAR-10 (IS, FID)](<https://www.sota2.com/research/sota/image-generation-on-cifar-10-is-fid>)

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

Data updated: 2026-02-26T05:44:44.168Z

Evaluation of Image Generation performance on the CIFAR-10 dataset, measured using Inception Score (IS) and 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 | Image Generation |
| Dataset (including any stated split) | CIFAR-10 |
| 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/image-generation-on-cifar-10-is-fid.md?metric=FID>): Lower is better; unit: SCALAR.

- [Inception Score](<https://www.sota2.com/research/sota/image-generation-on-cifar-10-is-fid.md?metric=Inception%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| CoProGAN | 19.66 | Not recorded | 68fa6a8d1e209131cea28bb2 |
| ProGAN | 20.7 | Not recorded | 68fa6a8d1e209131cea28bb2 |

### CoProGAN

FID: 19.66. Result ID: 699ab9525698665ec4474d13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28bb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28bb2.md>)

[Implementation](<https://github.com/iduta/coconv>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ProGAN

FID: 20.7. Result ID: 699ab9525698665ec4474d12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28bb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64151e209131cea02a8e.md>)

[Implementation](<https://github.com/tkarras/progressive_growing_of_gans>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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