# Image Generation on ImageNet (test)

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

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

Data updated: 2026-02-26T05:47:05.059Z

Evaluation of image generation models on the test split of the standard ImageNet dataset, typically measured using metrics like FID, IS, and KID.

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 (test) |
| 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-test.md?metric=Inception%20Score>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | Inception Score | Result date | Report paper |
| --- | --- | --- | --- |
| PIC (G+E1+E2+E3) | 34.952 | Not recorded | 68fa6dbf1e209131cea3bcf6 |
| PIC (G+E3) | 25.926 | Not recorded | 68fa6dbf1e209131cea3bcf6 |
| PIC (G+E1) | 25.017 | Not recorded | 68fa6dbf1e209131cea3bcf6 |
| PIC (G+E2) | 22.077 | Not recorded | 68fa6dbf1e209131cea3bcf6 |

### PIC (G+E1+E2+E3)

Inception Score: 34.952. Result ID: 698fd9213a6c314849fc4cc4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bcf6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bcf6.md>)

[Implementation](<https://energy-based-model.github.io/composing-pretrained-models>)

Recorded evaluation configuration: {"Generator":"GLIDE","Scorer":"CLIP + CLS + CLS-FREE"}. This record does not assert independent reproduction.

### PIC (G+E3)

Inception Score: 25.926. Result ID: 698fd9213a6c314849fc4cc3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bcf6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bcf6.md>)

[Implementation](<https://energy-based-model.github.io/composing-pretrained-models>)

Recorded evaluation configuration: {"Generator":"GLIDE","Scorer":"CLS-FREE"}. This record does not assert independent reproduction.

### PIC (G+E1)

Inception Score: 25.017. Result ID: 698fd9213a6c314849fc4cc1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bcf6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bcf6.md>)

[Implementation](<https://energy-based-model.github.io/composing-pretrained-models>)

Recorded evaluation configuration: {"Generator":"GLIDE","Scorer":"CLIP"}. This record does not assert independent reproduction.

### PIC (G+E2)

Inception Score: 22.077. Result ID: 698fd9213a6c314849fc4cc2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bcf6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bcf6.md>)

[Implementation](<https://energy-based-model.github.io/composing-pretrained-models>)

Recorded evaluation configuration: {"Generator":"GLIDE","Scorer":"CLS"}. This record does not assert independent reproduction.

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