# Style Transfer on StableDiffusion 3 (evaluation)

Source: [Style Transfer on StableDiffusion 3 (evaluation)](<https://www.sota2.com/research/sota/style-transfer-on-stablediffusion-3-evaluation>)

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

Data updated: 2026-03-05T08:29:45.641Z

Evaluation of Style Transfer performance using metrics such as \|\|ΔG\|\|F, CLIP-Isty, DINOsty, and CLIP-Isrc on the StableDiffusion 3 evaluation set.

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) | StableDiffusion 3 (evaluation) |
| Metric | \|\|ΔG\|\|F |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [\|\|ΔG\|\|F](<https://www.sota2.com/research/sota/style-transfer-on-stablediffusion-3-evaluation.md?metric=%7C%7C%CE%94G%7C%7CF>): Higher is better; unit: SCALAR.

- [CLIP-Isty](<https://www.sota2.com/research/sota/style-transfer-on-stablediffusion-3-evaluation.md?metric=CLIP-Isty>): Higher is better; unit: PERCENT.

- [DINOsty](<https://www.sota2.com/research/sota/style-transfer-on-stablediffusion-3-evaluation.md?metric=DINOsty>): Higher is better; unit: PERCENT.

- [CLIP-Isrc](<https://www.sota2.com/research/sota/style-transfer-on-stablediffusion-3-evaluation.md?metric=CLIP-Isrc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | \|\|ΔG\|\|F | Result date | Report paper |
| --- | --- | --- | --- |
| None | 12.19 | Not recorded | 68fa7bc81e209131cea8a752 |
| Inversion+TFG | 5.4176 | Not recorded | 68fa7bc81e209131cea8a752 |
| Inversion+DPS | 5.3983 | Not recorded | 68fa7bc81e209131cea8a752 |
| Inversion+FreeDoM | 4.9643 | Not recorded | 68fa7bc81e209131cea8a752 |
| Gradient Ascent | 4.8742 | Not recorded | 68fa7bc81e209131cea8a752 |
| Trajectory Optimization Control | 4.5333 | Not recorded | 68fa7bc81e209131cea8a752 |

### None

\|\|ΔG\|\|F: 12.19. Result ID: 69a93ee76dbb7075b952a83f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

Recorded evaluation configuration: {"Backbone":"StableDiffusion 3"}. This record does not assert independent reproduction.

### Inversion+TFG

\|\|ΔG\|\|F: 5.4176. Result ID: 69a93ee76dbb7075b952a843.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75bc1e209131cea699d8.md>)

[Implementation](<https://www.sota2.com/Code%20will%20be%20available%20soon.>)

Recorded evaluation configuration: {"Backbone":"StableDiffusion 3"}. This record does not assert independent reproduction.

### Inversion+DPS

\|\|ΔG\|\|F: 5.3983. Result ID: 69a93ee76dbb7075b952a841.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

Recorded evaluation configuration: {"Backbone":"StableDiffusion 3"}. This record does not assert independent reproduction.

### Inversion+FreeDoM

\|\|ΔG\|\|F: 4.9643. Result ID: 69a93ee76dbb7075b952a842.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea42035.md>)

Recorded evaluation configuration: {"Backbone":"StableDiffusion 3"}. This record does not assert independent reproduction.

### Gradient Ascent

\|\|ΔG\|\|F: 4.8742. Result ID: 69a93ee76dbb7075b952a840.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61c91e209131ce9f5e06.md>)

Recorded evaluation configuration: {"Backbone":"StableDiffusion 3"}. This record does not assert independent reproduction.

### Trajectory Optimization Control

\|\|ΔG\|\|F: 4.5333. Result ID: 69a93ee76dbb7075b952a844.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

Recorded evaluation configuration: {"Backbone":"StableDiffusion 3"}. This record does not assert independent reproduction.

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