# Class-conditional image generation on ImageNet LT (train)

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

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

Data updated: 2026-02-26T05:44:13.929Z

Evaluation of Class-Conditional Image Generation models on the training split of the Long-Tailed ImageNet dataset, typically measured by FID and IS.

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 LT (train) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

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

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| IC-GAN | 21.7 | Not recorded | 68fa6b2a1e209131cea2c771 |
| IC-GAN | 23.2 | Not recorded | 68fa6b2a1e209131cea2c771 |
| IC-GAN | 23.4 | Not recorded | 68fa6b2a1e209131cea2c771 |
| BigGAN\* | 27.6 | Not recorded | 68fa6b2a1e209131cea2c771 |
| BigGAN\* | 27.8 | Not recorded | 68fa6b2a1e209131cea2c771 |
| BigGAN\* | 31.4 | Not recorded | 68fa6b2a1e209131cea2c771 |

### IC-GAN

FID: 21.7. Result ID: 698e63e9ffc3901de09d338d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c771.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c771.md>)

[Implementation](<https://github.com/facebookresearch/ic_gan>)

Recorded evaluation configuration: {"Resolution":"256"}. This record does not assert independent reproduction.

### IC-GAN

FID: 23.2. Result ID: 698e63e9ffc3901de09d3389.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c771.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c771.md>)

[Implementation](<https://github.com/facebookresearch/ic_gan>)

Recorded evaluation configuration: {"Resolution":"64"}. This record does not assert independent reproduction.

### IC-GAN

FID: 23.4. Result ID: 698e63e9ffc3901de09d338b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c771.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c771.md>)

[Implementation](<https://github.com/facebookresearch/ic_gan>)

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

### BigGAN\*

FID: 27.6. Result ID: 698e63e9ffc3901de09d3388.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c771.md>)

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

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

Recorded evaluation configuration: {"Resolution":"64"}. This record does not assert independent reproduction.

### BigGAN\*

FID: 27.8. Result ID: 698e63e9ffc3901de09d338c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c771.md>)

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

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

Recorded evaluation configuration: {"Resolution":"256"}. This record does not assert independent reproduction.

### BigGAN\*

FID: 31.4. Result ID: 698e63e9ffc3901de09d338a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c771.md>)

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

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

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

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