# Style Transfer on MS-COCO and WikiArt (1,000 images each)

Source: [Style Transfer on MS-COCO and WikiArt (1,000 images each)](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-1-000-images-each>)

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

Data updated: 2026-03-26T14:19:58.043Z

Evaluation of Style Transfer performance using a specific subset of 1,000 images each from MS-COCO (content) and WikiArt (style), measured using a comprehensive set of perceptual and feature-based metrics including ArtFID, FID, LPIPS, and CLIP similarity 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 | Style Transfer |
| Dataset (including any stated split) | MS-COCO and WikiArt 1,000 images each |
| Metric | ArtFID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 11 of 11 |
| 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/style-transfer-on-ms-coco-and-wikiart-1-000-images-each.md?metric=ArtFID>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-1-000-images-each.md?metric=FID>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-1-000-images-each.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [LPIPS (Gray)](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-1-000-images-each.md?metric=LPIPS%20(Gray)>): Lower is better; unit: SCALAR.

- [DINO Similarity](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-1-000-images-each.md?metric=DINO%20Similarity>): Higher is better; unit: SCALAR.

- [CLIP Similarity (Image)](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-1-000-images-each.md?metric=CLIP%20Similarity%20(Image)>): Higher is better; unit: SCALAR.

- [CLIP Similarity (Text)](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-1-000-images-each.md?metric=CLIP%20Similarity%20(Text)>): Higher is better; unit: SCALAR.

- [DC](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-1-000-images-each.md?metric=DC>): Lower is better; unit: SCALAR.

- [CC](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-1-000-images-each.md?metric=CC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ArtFID | Result date | Report paper |
| --- | --- | --- | --- |
| HAM | 15.151 | Not recorded | 69c4bdb20636e5bf4afc770f |
| StyleID | 15.161 | Not recorded | 69c4bdb20636e5bf4afc770f |
| AttDistillation | 16.17 | Not recorded | 69c4bdb20636e5bf4afc770f |
| DiffArtist | 16.174 | Not recorded | 69c4bdb20636e5bf4afc770f |
| STAM | 16.941 | Not recorded | 69c4bdb20636e5bf4afc770f |
| StyTR2 | 17.46 | Not recorded | 69c4bdb20636e5bf4afc770f |
| ControlNet | 24.751 | Not recorded | 69c4bdb20636e5bf4afc770f |
| CSGO | 27.116 | Not recorded | 69c4bdb20636e5bf4afc770f |
| InstantStyle | 27.244 | Not recorded | 69c4bdb20636e5bf4afc770f |
| InstructPix2Pix | 28.319 | Not recorded | 69c4bdb20636e5bf4afc770f |
| DDIM | 31.149 | Not recorded | 69c4bdb20636e5bf4afc770f |

### HAM

ArtFID: 15.151. Result ID: 69c5407147f34ce924af1def.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### StyleID

ArtFID: 15.161. Result ID: 69c5407147f34ce924af1deb.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

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

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

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### AttDistillation

ArtFID: 16.17. Result ID: 69c5407147f34ce924af1ded.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa772f1e209131cea71a91.md>)

[Implementation](<https://github.com/xugao97/AttentionDistillation>)

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### DiffArtist

ArtFID: 16.174. Result ID: 69c5407147f34ce924af1dee.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af91e209131cea860df.md>)

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### STAM

ArtFID: 16.941. Result ID: 69c5407147f34ce924af1dec.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### StyTR2

ArtFID: 17.46. Result ID: 69c5407147f34ce924af1de7.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

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

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

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### ControlNet

ArtFID: 24.751. Result ID: 69c5407147f34ce924af1de6.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### CSGO

ArtFID: 27.116. Result ID: 69c5407147f34ce924af1dea.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ac1e209131cea6319c.md>)

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### InstantStyle

ArtFID: 27.244. Result ID: 69c5407147f34ce924af1de9.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d41e209131cea58c4f.md>)

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### InstructPix2Pix

ArtFID: 28.319. Result ID: 69c5407147f34ce924af1de8.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa43.md>)

[Implementation](<https://www.sota2.com/timothybrooks.com/instruct-pix2pix>)

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

### DDIM

ArtFID: 31.149. Result ID: 69c5407147f34ce924af1de5.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb20636e5bf4afc770f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a7fe.md>)

Recorded evaluation configuration: {"Backbone":"SD2.1"}. This record does not assert independent reproduction.

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