# Multi-style Image Transfer on MS-COCO (content) & WikiArt (style) (SD v1.4 backbone, test)

Source: [Multi-style Image Transfer on MS-COCO (content) & WikiArt (style) (SD v1.4 backbone, test)](<https://www.sota2.com/research/sota/multi-style-image-transfer-on-ms-coco-content-and-wikiart-style-sd-v1-4-backbone-test>)

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

Data updated: 2026-04-15T08:15:45.480Z

Evaluation of Multi-style Image Transfer performance using MS-COCO as content and WikiArt as style, specifically testing a Stable Diffusion v1.4 backbone model on the test set, measured by metrics including ArtFID, FID, and LPIPS.

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 | Multi-style Image Transfer |
| Dataset (including any stated split) | MS-COCO (content) & WikiArt (style) Two-style setting Stable Diffusion v1.4 backbone (test) |
| Metric | ArtFID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [ArtFID](<https://www.sota2.com/research/sota/multi-style-image-transfer-on-ms-coco-content-and-wikiart-style-sd-v1-4-backbone-test.md?metric=ArtFID>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/multi-style-image-transfer-on-ms-coco-content-and-wikiart-style-sd-v1-4-backbone-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/multi-style-image-transfer-on-ms-coco-content-and-wikiart-style-sd-v1-4-backbone-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [LPIPS (Gray)](<https://www.sota2.com/research/sota/multi-style-image-transfer-on-ms-coco-content-and-wikiart-style-sd-v1-4-backbone-test.md?metric=LPIPS%20(Gray)>): Lower is better; unit: SCALAR.

- [CFSD](<https://www.sota2.com/research/sota/multi-style-image-transfer-on-ms-coco-content-and-wikiart-style-sd-v1-4-backbone-test.md?metric=CFSD>): Lower is better; unit: SCALAR.

- [FID (M)](<https://www.sota2.com/research/sota/multi-style-image-transfer-on-ms-coco-content-and-wikiart-style-sd-v1-4-backbone-test.md?metric=FID%20(M)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ArtFID | Result date | Report paper |
| --- | --- | --- | --- |
| MAST | 14.78 | Not recorded | 69df1b6e7d0172140ec7b79c |
| StyleID | 16.728 | Not recorded | 69df1b6e7d0172140ec7b79c |
| Z\* | 17.136 | Not recorded | 69df1b6e7d0172140ec7b79c |
| StyleShot | 17.966 | Not recorded | 69df1b6e7d0172140ec7b79c |
| StyTr² | 18.816 | Not recorded | 69df1b6e7d0172140ec7b79c |
| DiffuseST | 20.603 | Not recorded | 69df1b6e7d0172140ec7b79c |
| CAST | 24.233 | Not recorded | 69df1b6e7d0172140ec7b79c |
| InST | 25.152 | Not recorded | 69df1b6e7d0172140ec7b79c |
| StyleSSP | 27.374 | Not recorded | 69df1b6e7d0172140ec7b79c |

### MAST

ArtFID: 14.78. Result ID: 69df492247f34ce924c7f50a.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

Recorded evaluation configuration: {"setting":"two-style"}. This record does not assert independent reproduction.

### StyleID

ArtFID: 16.728. Result ID: 69df492247f34ce924c7f506.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72911e209131cea5726c.md>)

[Implementation](<https://www.sota2.com/github.com/jiwoogit/StyleID>)

Recorded evaluation configuration: {"setting":"two-style"}. This record does not assert independent reproduction.

### Z\*

ArtFID: 17.136. Result ID: 69df492247f34ce924c7f505.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

Recorded evaluation configuration: {"setting":"two-style"}. This record does not assert independent reproduction.

### StyleShot

ArtFID: 17.966. Result ID: 69df492247f34ce924c7f509.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771f1e209131cea71356.md>)

[Implementation](<https://styleshot.github.io/>)

Recorded evaluation configuration: {"setting":"two-style"}. This record does not assert independent reproduction.

### StyTr²

ArtFID: 18.816. Result ID: 69df492247f34ce924c7f502.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c301e209131cea32b1e.md>)

[Implementation](<https://github.com/diyiiyiii/StyTR-2>)

Recorded evaluation configuration: {"setting":"two-style"}. This record does not assert independent reproduction.

### DiffuseST

ArtFID: 20.603. Result ID: 69df492247f34ce924c7f507.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75541e209131cea673c2.md>)

Recorded evaluation configuration: {"setting":"two-style"}. This record does not assert independent reproduction.

### CAST

ArtFID: 24.233. Result ID: 69df492247f34ce924c7f504.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd31e209131cea3c386.md>)

[Implementation](<https://github.com/zyxElsa/CAST_pytorch>)

Recorded evaluation configuration: {"setting":"two-style"}. This record does not assert independent reproduction.

### InST

ArtFID: 25.152. Result ID: 69df492247f34ce924c7f503.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea4250e.md>)

[Implementation](<https://github.com/zyxElsa/InST>)

Recorded evaluation configuration: {"setting":"two-style"}. This record does not assert independent reproduction.

### StyleSSP

ArtFID: 27.374. Result ID: 69df492247f34ce924c7f508.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b6e7d0172140ec7b79c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733f8.md>)

Recorded evaluation configuration: {"setting":"two-style"}. This record does not assert independent reproduction.

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