# Conditional Image Generation on ImageNet dogs & cats (test)

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

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

Data updated: 2026-02-26T05:46:55.134Z

Evaluation of Conditional Image Generation models on the test split of the ImageNet dogs & cats subset, 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 | Conditional Image Generation |
| Dataset (including any stated split) | ImageNet dogs & cats (test) |
| 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/conditional-image-generation-on-imagenet-dogs-and-cats-test.md?metric=IS>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | IS | Result date | Report paper |
| --- | --- | --- | --- |
| SNGAN-SaBN | 18.31 | Not recorded | 68fa6b101e209131cea2be1f |
| SNGAN | 16.75 | Not recorded | 68fa6b101e209131cea2be1f |

### SNGAN-SaBN

IS: 18.31. Result ID: 698e4fdbffc3901de09c8838.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b101e209131cea2be1f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b101e209131cea2be1f.md>)

[Implementation](<https://github.com/VITA-Group/Sandwich-Batch-Normalization>)

Recorded evaluation configuration: {"Normalization Layer":"SaBN"}. This record does not assert independent reproduction.

### SNGAN

IS: 16.75. Result ID: 698e4fdbffc3901de09c8837.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b101e209131cea2be1f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64091e209131cea02325.md>)

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

Recorded evaluation configuration: {"Normalization Layer":"CCBN"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.