# Image to Image Generation on ImageNet (val)

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

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

Data updated: 2026-02-26T05:38:09.444Z

Evaluation of image-to-image translation or conditional image generation models using the standard ImageNet validation split, assessed via metrics like CD, MS, Unit-Vec, and White Image scores.

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 to Image Generation |
| Dataset (including any stated split) | ImageNet (val) |
| Metric | CD |
| Unit | SCALAR |
| Direction | Lower 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

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

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

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

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

## Recorded results

| Method | CD | Result date | Report paper |
| --- | --- | --- | --- |
| SAE | 0.058 | Not recorded | 693ba17b6cfd488761a551b7 |
| CB-SAE | 0.092 | Not recorded | 693ba17b6cfd488761a551b7 |

### SAE

CD: 0.058. Result ID: 69996d905698665ec4db63d9.

[Reporting paper](<https://www.sota2.com/research/paper/693ba17b6cfd488761a551b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79291e209131cea7c552.md>)

Recorded evaluation configuration: {"Steered Model":"UnCLIP (CLIP-ViT-L + SD-2.1)"}. This record does not assert independent reproduction.

### CB-SAE

CD: 0.092. Result ID: 69996d905698665ec4db63da.

[Reporting paper](<https://www.sota2.com/research/paper/693ba17b6cfd488761a551b7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693ba17b6cfd488761a551b7.md>)

Recorded evaluation configuration: {"Steered Model":"UnCLIP (CLIP-ViT-L + SD-2.1)"}. This record does not assert independent reproduction.

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