# Style Transfer on MS-COCO & WikiArt 512 x 512 images

Source: [Style Transfer on MS-COCO & WikiArt 512 x 512 images](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-512-x-512-images>)

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

Data updated: 2026-02-26T05:35:28.802Z

Evaluation of Style Transfer performance using MS-COCO and WikiArt images resized to 512x512, measured by average inference time.

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 & WikiArt 512 x 512 images |
| Metric | Average Inference Time (s) |
| Unit | TIME |
| 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

- [Average Inference Time (s)](<https://www.sota2.com/research/sota/style-transfer-on-ms-coco-and-wikiart-512-x-512-images.md?metric=Average%20Inference%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Average Inference Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| AdaIN'17 | 0.005 | Not recorded | 68fa6f141e209131cea43c11 |
| LST'19 | 0.005 | Not recorded | 68fa6f141e209131cea43c11 |
| DRB-GAN'21 | 0.006 | Not recorded | 68fa6f141e209131cea43c11 |
| IEC'21 | 0.021 | Not recorded | 68fa6f141e209131cea43c11 |
| StyleKernel | 0.035 | Not recorded | 68fa6f141e209131cea43c11 |
| AdaConv'21 | 0.036 | Not recorded | 68fa6f141e209131cea43c11 |
| SANet'19 | 0.037 | Not recorded | 68fa6f141e209131cea43c11 |
| AdaAttN'21 | 0.042 | Not recorded | 68fa6f141e209131cea43c11 |
| StrTr2'22 | 0.086 | Not recorded | 68fa6f141e209131cea43c11 |
| MAST'21 | 0.239 | Not recorded | 68fa6f141e209131cea43c11 |
| AvatarNet'18 | 0.962 | Not recorded | 68fa6f141e209131cea43c11 |

### AdaIN'17

Average Inference Time (s): 0.005. Result ID: 6990943b3a6c314849019a3e.

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

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### LST'19

Average Inference Time (s): 0.005. Result ID: 6990943b3a6c314849019a3f.

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

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### DRB-GAN'21

Average Inference Time (s): 0.006. Result ID: 6990943b3a6c314849019a43.

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

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### IEC'21

Average Inference Time (s): 0.021. Result ID: 6990943b3a6c314849019a42.

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### StyleKernel

Average Inference Time (s): 0.035. Result ID: 6990943b3a6c314849019a48.

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

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### AdaConv'21

Average Inference Time (s): 0.036. Result ID: 6990943b3a6c314849019a46.

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### SANet'19

Average Inference Time (s): 0.037. Result ID: 6990943b3a6c314849019a41.

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

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### AdaAttN'21

Average Inference Time (s): 0.042. Result ID: 6990943b3a6c314849019a44.

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

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### StrTr2'22

Average Inference Time (s): 0.086. Result ID: 6990943b3a6c314849019a47.

[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: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### MAST'21

Average Inference Time (s): 0.239. Result ID: 6990943b3a6c314849019a45.

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

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

### AvatarNet'18

Average Inference Time (s): 0.962. Result ID: 6990943b3a6c314849019a40.

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

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

Recorded evaluation configuration: {"Batch size":"1","GPU":"Tesla V100","Resolution":"512x512"}. This record does not assert independent reproduction.

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