# Image Style Transfer on MS-COCO + WikiArt

Source: [Image Style Transfer on MS-COCO + WikiArt](<https://www.sota2.com/research/sota/image-style-transfer-on-ms-coco-plus-wikiart>)

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

Data updated: 2026-04-24T07:10:58.364Z

Evaluation of Image Style Transfer performance using MS-COCO as the content source and WikiArt as the style source, measured using a combination of loss functions (Style/Content Loss), perceptual metrics (LPIPS, SSIM), and specialized similarity scores (DreamSim, CLIP Sim).

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 Style Transfer |
| Dataset (including any stated split) | MS-COCO + WikiArt |
| Metric | Style Loss |
| Unit | SCALAR |
| Direction | Lower 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

- [Style Loss](<https://www.sota2.com/research/sota/image-style-transfer-on-ms-coco-plus-wikiart.md?metric=Style%20Loss>): Lower is better; unit: SCALAR.

- [Content Loss](<https://www.sota2.com/research/sota/image-style-transfer-on-ms-coco-plus-wikiart.md?metric=Content%20Loss>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/image-style-transfer-on-ms-coco-plus-wikiart.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-style-transfer-on-ms-coco-plus-wikiart.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [DreamSim](<https://www.sota2.com/research/sota/image-style-transfer-on-ms-coco-plus-wikiart.md?metric=DreamSim>): Higher is better; unit: SCALAR.

- [CLIP Sim](<https://www.sota2.com/research/sota/image-style-transfer-on-ms-coco-plus-wikiart.md?metric=CLIP%20Sim>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Style Loss | Result date | Report paper |
| --- | --- | --- | --- |
| StyleVAR | 0.0199 | Not recorded | 69eaf8e355a3c32af89f8788 |
| StyleVAR | 0.0206 | Not recorded | 69eaf8e355a3c32af89f8788 |
| AdaIN | 0.0282 | Not recorded | 69eaf8e355a3c32af89f8788 |

### StyleVAR

Style Loss: 0.0199. Result ID: 69eb177647f34ce924d2cf9b.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8e355a3c32af89f8788.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf8e355a3c32af89f8788.md>)

Recorded evaluation configuration: {"variant":"GRPO","Infer (s)":"0.4031"}. This record does not assert independent reproduction.

### StyleVAR

Style Loss: 0.0206. Result ID: 69eb177647f34ce924d2cf9a.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8e355a3c32af89f8788.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf8e355a3c32af89f8788.md>)

Recorded evaluation configuration: {"variant":"SFT","Infer (s)":"0.4031"}. This record does not assert independent reproduction.

### AdaIN

Style Loss: 0.0282. Result ID: 69eb177647f34ce924d2cf99.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8e355a3c32af89f8788.md>)

Recorded evaluation configuration: {"variant":"baseline","Infer (s)":"0.0027"}. This record does not assert independent reproduction.

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