# User Preference Study on Dreambooth Anti-Dreambooth protected

Source: [User Preference Study on Dreambooth Anti-Dreambooth protected](<https://www.sota2.com/research/sota/user-preference-study-on-dreambooth-anti-dreambooth-protected>)

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

Data updated: 2026-06-11T06:54:59.883Z

Evaluation of generative model outputs on the Dreambooth Anti-Dreambooth protected dataset using direct user preference scoring, measured by the proportion of selected samples.

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 | User Preference Study |
| Dataset (including any stated split) | Dreambooth Anti-Dreambooth protected |
| Metric | Proportion of Selected Samples |
| Unit | PERCENT |
| 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

- [Proportion of Selected Samples](<https://www.sota2.com/research/sota/user-preference-study-on-dreambooth-anti-dreambooth-protected.md?metric=Proportion%20of%20Selected%20Samples>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Proportion of Selected Samples | Result date | Report paper |
| --- | --- | --- | --- |
| TS-LFO | 71.9 | Not recorded | 6a28f33f90966ade919c1717 |
| Noise | 49.4 | Not recorded | 6a28f33f90966ade919c1717 |
| DiffPure | 43.8 | Not recorded | 6a28f33f90966ade919c1717 |
| GrIDPure | 40.6 | Not recorded | 6a28f33f90966ade919c1717 |
| IMPRESS | 18.1 | Not recorded | 6a28f33f90966ade919c1717 |
| w/def | 8.8 | Not recorded | 6a28f33f90966ade919c1717 |

### TS-LFO

Proportion of Selected Samples: 71.9. Result ID: 6a2a5b02fbc373592c26dcff.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

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

### Noise

Proportion of Selected Samples: 49.4. Result ID: 6a2a5b02fbc373592c26dcfb.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

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

### DiffPure

Proportion of Selected Samples: 43.8. Result ID: 6a2a5b02fbc373592c26dcfd.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

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

### GrIDPure

Proportion of Selected Samples: 40.6. Result ID: 6a2a5b02fbc373592c26dcfe.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e21e209131cea5eaa1.md>)

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

### IMPRESS

Proportion of Selected Samples: 18.1. Result ID: 6a2a5b02fbc373592c26dcfc.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4ea24.md>)

[Implementation](<https://github.com/AAAAAAsuka/Impress>)

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

### w/def

Proportion of Selected Samples: 8.8. Result ID: 6a2a5b02fbc373592c26dcfa.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33f90966ade919c1717.md>)

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

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