# Class-conditional image generation on ImageNet 1000

Source: [Class-conditional image generation on ImageNet 1000](<https://www.sota2.com/research/sota/class-conditional-image-generation-on-imagenet-1000>)

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

Data updated: 2026-02-26T05:46:54.929Z

Evaluation of Class-Conditional Image Generation models on the ImageNet 1000 dataset, typically 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 | Class-conditional image generation |
| Dataset (including any stated split) | ImageNet 1000 |
| Metric | IS |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/class-conditional-image-generation-on-imagenet-1000.md?metric=IS>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/class-conditional-image-generation-on-imagenet-1000.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | IS | Result date | Report paper |
| --- | --- | --- | --- |
| Projection cGAN | 38.05 | Not recorded | 68fa669c1e209131cea11689 |
| TAC-GAN | 28.86 | Not recorded | 68fa669c1e209131cea11689 |
| AC-GAN | 7.26 | Not recorded | 68fa669c1e209131cea11689 |

### Projection cGAN

IS: 38.05. Result ID: 698cfd078b517eb4331e3256.

[Reporting paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11689.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c01e209131cea06465.md>)

[Implementation](<https://github.com/pfnet-research/sngan_projection>)

Recorded evaluation configuration: {"resolution":"128x128"}. This record does not assert independent reproduction.

### TAC-GAN

IS: 28.86. Result ID: 698cfd078b517eb4331e3255.

[Reporting paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11689.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11689.md>)

[Implementation](<https://github.com/batmanlab/twin_ac>)

Recorded evaluation configuration: {"lambda\_c":"1","resolution":"128x128"}. This record does not assert independent reproduction.

### AC-GAN

IS: 7.26. Result ID: 698cfd078b517eb4331e3254.

[Reporting paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11689.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63801e209131ce9fef1e.md>)

[Implementation](<https://github.com/openai/improved-gan/>)

Recorded evaluation configuration: {"lambda\_c":"1","resolution":"128x128"}. This record does not assert independent reproduction.

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