# Text-driven Style Transfer on Custom Stylized Images 10 text conditions (test)

Source: [Text-driven Style Transfer on Custom Stylized Images 10 text conditions (test)](<https://www.sota2.com/research/sota/text-driven-style-transfer-on-custom-stylized-images-10-text-conditions-test>)

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

Data updated: 2026-02-26T05:38:28.597Z

Evaluation of Text-driven Style Transfer models on the test split of the Custom Stylized Images 10 text conditions dataset, primarily measured using the CLIP score.

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 | Text-driven Style Transfer |
| Dataset (including any stated split) | Custom Stylized Images 10 text conditions (test) |
| Metric | CLIP Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [CLIP Score](<https://www.sota2.com/research/sota/text-driven-style-transfer-on-custom-stylized-images-10-text-conditions-test.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CLIP Score | Result date | Report paper |
| --- | --- | --- | --- |
| CLIPstyler | 0.2515 | Not recorded | 68fa6c131e209131cea31f77 |
| AdaIN+CLIP | 0.2487 | Not recorded | 68fa6c131e209131cea31f77 |
| Retrieve + Sty | 0.2317 | Not recorded | 68fa6c131e209131cea31f77 |
| StyleGAN-NADA | 0.2252 | Not recorded | 68fa6c131e209131cea31f77 |
| VQGAN+CLIP | 0.2249 | Not recorded | 68fa6c131e209131cea31f77 |
| Text2Image + Sty | 0.2213 | Not recorded | 68fa6c131e209131cea31f77 |
| StyleCLIP | 0.1982 | Not recorded | 68fa6c131e209131cea31f77 |

### CLIPstyler

CLIP Score: 0.2515. Result ID: 698ec81fffc3901de0a1189e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

[Implementation](<https://github.com/cyclomon/CLIPstyler>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AdaIN+CLIP

CLIP Score: 0.2487. Result ID: 698ec81fffc3901de0a1189c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Retrieve + Sty

CLIP Score: 0.2317. Result ID: 698ec81fffc3901de0a11898.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### StyleGAN-NADA

CLIP Score: 0.2252. Result ID: 698ec81fffc3901de0a1189b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b801e209131cea2ea9e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VQGAN+CLIP

CLIP Score: 0.2249. Result ID: 698ec81fffc3901de0a1189d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a371e209131cea26a4d.md>)

[Implementation](<https://git.io/JnyvK>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Text2Image + Sty

CLIP Score: 0.2213. Result ID: 698ec81fffc3901de0a11899.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5e8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### StyleCLIP

CLIP Score: 0.1982. Result ID: 698ec81fffc3901de0a1189a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23537.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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