# Image Generation on ImageNet Full data

Source: [Image Generation on ImageNet Full data](<https://www.sota2.com/research/sota/image-generation-on-imagenet-full-data>)

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

Data updated: 2026-02-26T05:47:04.875Z

Evaluation of image generation models using the complete ImageNet dataset, typically assessed via 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) | ImageNet Full data |
| Metric | Inception Score |
| Unit | SCALAR |
| Direction | Higher 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

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

- [FID](<https://www.sota2.com/research/sota/image-generation-on-imagenet-full-data.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Inception Score | Result date | Report paper |
| --- | --- | --- | --- |
| BigGAN + RLC | 93 | Not recorded | 68fa69af1e209131cea23609 |
| BigGAN | 90.48 | Not recorded | 68fa69af1e209131cea23609 |

### BigGAN + RLC

Inception Score: 93. Result ID: 698dd1f98b517eb43323f59a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea23609.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea23609.md>)

[Implementation](<https://github.com/google/lecam-gan>)

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

### BigGAN

Inception Score: 90.48. Result ID: 698dd1f98b517eb43323f599.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea23609.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65661e209131cea0a090.md>)

[Implementation](<https://tfhub.dev/s?q=biggan>)

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

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