# Image Generation on ImageNet 50% data

Source: [Image Generation on ImageNet 50% data](<https://www.sota2.com/research/sota/image-generation-on-imagenet-50-percent-data>)

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

Data updated: 2026-02-26T05:47:04.889Z

Evaluation of image generation models using a 50% subset of the ImageNet dataset, typically measured using Inception Score (IS) and 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 50% data |
| Metric | Inception Score |
| Unit | SCALAR |
| Direction | Higher 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

- [Inception Score](<https://www.sota2.com/research/sota/image-generation-on-imagenet-50-percent-data.md?metric=Inception%20Score>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/image-generation-on-imagenet-50-percent-data.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Inception Score | Result date | Report paper |
| --- | --- | --- | --- |
| DA | 91.9 | Not recorded | 68fa69af1e209131cea23609 |
| DA + RLC | 91.7 | Not recorded | 68fa69af1e209131cea23609 |
| BigGAN + RLC | 89.94 | Not recorded | 68fa69af1e209131cea23609 |
| BigGAN | 80.26 | Not recorded | 68fa69af1e209131cea23609 |

### DA

Inception Score: 91.9. Result ID: 698dd1f98b517eb43323f5a1.

[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.

### DA + RLC

Inception Score: 91.7. Result ID: 698dd1f98b517eb43323f5a2.

[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.

### BigGAN + RLC

Inception Score: 89.94. Result ID: 698dd1f98b517eb43323f59c.

[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: 80.26. Result ID: 698dd1f98b517eb43323f59b.

[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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