# Image Stylization on DisenBench (test)

Source: [Image Stylization on DisenBench (test)](<https://www.sota2.com/research/sota/image-stylization-on-disenbench-test>)

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

Data updated: 2026-04-13T07:09:31.335Z

Evaluation of Image Stylization performance on the test split of the DisenBench dataset, measured using metrics including Mask CLIP-I, Mask DINO, CLIP-T, Style Similarity, SSD, and Aesthetic 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 | Image Stylization |
| Dataset (including any stated split) | DisenBench (test) |
| Metric | CLIP-T |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-T](<https://www.sota2.com/research/sota/image-stylization-on-disenbench-test.md?metric=CLIP-T>): Higher is better; unit: SCALAR.

- [Mask CLIP-I](<https://www.sota2.com/research/sota/image-stylization-on-disenbench-test.md?metric=Mask%20CLIP-I>): Higher is better; unit: SCALAR.

- [Mask DINO](<https://www.sota2.com/research/sota/image-stylization-on-disenbench-test.md?metric=Mask%20DINO>): Higher is better; unit: SCALAR.

- [Style Similarity](<https://www.sota2.com/research/sota/image-stylization-on-disenbench-test.md?metric=Style%20Similarity>): Higher is better; unit: SCALAR.

- [SSD](<https://www.sota2.com/research/sota/image-stylization-on-disenbench-test.md?metric=SSD>): Higher is better; unit: SCALAR.

- [Aesthetic Score](<https://www.sota2.com/research/sota/image-stylization-on-disenbench-test.md?metric=Aesthetic%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CLIP-T | Result date | Report paper |
| --- | --- | --- | --- |
| Pair-Custom | 0.303 | Not recorded | 68fa76341e209131cea6bd32 |
| OmniPrism | 0.296 | Not recorded | 68fa76341e209131cea6bd32 |
| OmniPrism | 0.28 | Not recorded | 68fa76341e209131cea6bd32 |
| Instant-Style | 0.278 | Not recorded | 68fa76341e209131cea6bd32 |
| B-LoRA | 0.262 | Not recorded | 68fa76341e209131cea6bd32 |

### Pair-Custom

CLIP-T: 0.303. Result ID: 69dc95f247f34ce924c317eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67dcd.md>)

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

### OmniPrism

CLIP-T: 0.296. Result ID: 69dc95f247f34ce924c317ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

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

### OmniPrism

CLIP-T: 0.28. Result ID: 69dc95f247f34ce924c317ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

Recorded evaluation configuration: {"loss":"L\_C"}. This record does not assert independent reproduction.

### Instant-Style

CLIP-T: 0.278. Result ID: 69dc95f247f34ce924c317ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

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

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

### B-LoRA

CLIP-T: 0.262. Result ID: 69dc95f247f34ce924c317e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea649ab.md>)

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

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