# Artistic Style Transfer on COCO and WikiArt (test)

Source: [Artistic Style Transfer on COCO and WikiArt (test)](<https://www.sota2.com/research/sota/artistic-style-transfer-on-coco-and-wikiart-test>)

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

Data updated: 2026-02-26T05:48:13.104Z

Evaluation of Artistic Style Transfer performance using the COCO and WikiArt test sets, measured by Sty Loss 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 | Artistic Style Transfer |
| Dataset (including any stated split) | COCO and WikiArt (test) |
| Metric | LPIPS |
| 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

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

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

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| StyleKernel | 0.3 | Not recorded | 68fa6f141e209131cea43c11 |
| IEC'21 | 0.31 | Not recorded | 68fa6f141e209131cea43c11 |
| AdaAttN'21 | 0.32 | Not recorded | 68fa6f141e209131cea43c11 |
| MAST'21 | 0.32 | Not recorded | 68fa6f141e209131cea43c11 |
| LST'19 | 0.33 | Not recorded | 68fa6f141e209131cea43c11 |
| DRB-GAN'21 | 0.33 | Not recorded | 68fa6f141e209131cea43c11 |
| StrTr²'22 | 0.33 | Not recorded | 68fa6f141e209131cea43c11 |
| AvatarNet'18 | 0.34 | Not recorded | 68fa6f141e209131cea43c11 |
| SANet'19 | 0.36 | Not recorded | 68fa6f141e209131cea43c11 |
| AdaIN'17 | 0.37 | Not recorded | 68fa6f141e209131cea43c11 |
| AdaConv'21 | 0.42 | Not recorded | 68fa6f141e209131cea43c11 |

### StyleKernel

LPIPS: 0.3. Result ID: 6990943b3a6c314849019a32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### IEC'21

LPIPS: 0.31. Result ID: 6990943b3a6c314849019a2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### AdaAttN'21

LPIPS: 0.32. Result ID: 6990943b3a6c314849019a2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28e4a.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### MAST'21

LPIPS: 0.32. Result ID: 6990943b3a6c314849019a2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aa51e209131cea29699.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### LST'19

LPIPS: 0.33. Result ID: 6990943b3a6c314849019a29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bf1e209131cea06432.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### DRB-GAN'21

LPIPS: 0.33. Result ID: 6990943b3a6c314849019a2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ae91e209131cea2af90.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### StrTr²'22

LPIPS: 0.33. Result ID: 6990943b3a6c314849019a31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

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

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

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### AvatarNet'18

LPIPS: 0.34. Result ID: 6990943b3a6c314849019a2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64601e209131cea041c6.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### SANet'19

LPIPS: 0.36. Result ID: 6990943b3a6c314849019a2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c81e209131cea0c856.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### AdaIN'17

LPIPS: 0.37. Result ID: 6990943b3a6c314849019a28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638b1e209131ce9ff74f.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

### AdaConv'21

LPIPS: 0.42. Result ID: 6990943b3a6c314849019a30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43c11.md>)

Recorded evaluation configuration: {"Resolution":"512 (smaller dimension)"}. This record does not assert independent reproduction.

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