# Image Generation on ImageNet Full data (train)

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

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

Data updated: 2026-02-26T05:46:55.075Z

Evaluation of image generation models using the training split of the complete ImageNet dataset, 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 (train) |
| Metric | IS |
| 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

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

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

## Recorded results

| Method | IS | Result date | Report paper |
| --- | --- | --- | --- |
| DA + RLC | 108 | Not recorded | 68fa69af1e209131cea23609 |
| DA | 100.8 | Not recorded | 68fa69af1e209131cea23609 |

### DA + RLC

IS: 108. Result ID: 698dd1f98b517eb43323f5a0.

[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: {"Backbone":"BigGAN","Evaluation Protocol":"\[82\]"}. This record does not assert independent reproduction.

### DA

IS: 100.8. Result ID: 698dd1f98b517eb43323f59f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa68df1e209131cea1edba.md>)

[Implementation](<https://github.com/mit-han-lab/data-efficient-gans>)

Recorded evaluation configuration: {"Backbone":"BigGAN","Evaluation Protocol":"\[82\]"}. This record does not assert independent reproduction.

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