# Nudity erasure on MMA-Diff adv. 1.5 (test)

Source: [Nudity erasure on MMA-Diff adv. 1.5 (test)](<https://www.sota2.com/research/sota/nudity-erasure-on-mma-diff-adv-1-5-test>)

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

Data updated: 2026-05-12T15:02:43.438Z

Evaluation of Nudity erasure performance on the test split of the MMA-Diff adv. 1.5 dataset, measured using the Nudity generation rate.

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 | Nudity erasure |
| Dataset (including any stated split) | MMA-Diff adv. 1.5 (test) |
| Metric | Nudity Generation Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 13 of 13 |
| 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

- [Nudity Generation Rate](<https://www.sota2.com/research/sota/nudity-erasure-on-mma-diff-adv-1-5-test.md?metric=Nudity%20Generation%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Nudity Generation Rate | Result date | Report paper |
| --- | --- | --- | --- |
| SPACE (Strong) | 6.3 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SPACE | 14.1 | Not recorded | 6a02b49bdbc836b87d824e13 |
| Scissorhands | 15.3 | Not recorded | 6a02b49bdbc836b87d824e13 |
| RECE | 20.9 | Not recorded | 6a02b49bdbc836b87d824e13 |
| CAbl | 21.7 | Not recorded | 6a02b49bdbc836b87d824e13 |
| DoCo | 28.7 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SAFREE | 37.8 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SLD-Max | 47.6 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SLD-Strong | 54 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SPEED | 57 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SLD-Medium | 59.6 | Not recorded | 6a02b49bdbc836b87d824e13 |
| UCE | 61.9 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SD 1.5 | 71.6 | Not recorded | 6a02b49bdbc836b87d824e13 |

### SPACE (Strong)

Nudity Generation Rate: 6.3. Result ID: 6a03405d47f34ce924e83c14.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

Recorded evaluation configuration: {"Weights modification":"true","Training-free":"true","Sparsity":"true"}. This record does not assert independent reproduction.

### SPACE

Nudity Generation Rate: 14.1. Result ID: 6a03405d47f34ce924e83c13.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

Recorded evaluation configuration: {"Weights modification":"true","Training-free":"true","Sparsity":"true","lambda":"0.006"}. This record does not assert independent reproduction.

### Scissorhands

Nudity Generation Rate: 15.3. Result ID: 6a03405d47f34ce924e83c0a.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd59.md>)

Recorded evaluation configuration: {"Weights modification":"true","Training-free":"false","Sparsity":"false"}. This record does not assert independent reproduction.

### RECE

Nudity Generation Rate: 20.9. Result ID: 6a03405d47f34ce924e83c11.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e49.md>)

Recorded evaluation configuration: {"Weights modification":"true","Training-free":"true","Sparsity":"false"}. This record does not assert independent reproduction.

### CAbl

Nudity Generation Rate: 21.7. Result ID: 6a03405d47f34ce924e83c09.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705c1e209131cea4a98a.md>)

Recorded evaluation configuration: {"Weights modification":"true","Training-free":"false","Sparsity":"false"}. This record does not assert independent reproduction.

### DoCo

Nudity Generation Rate: 28.7. Result ID: 6a03405d47f34ce924e83c0b.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77761e209131cea734bc.md>)

Recorded evaluation configuration: {"Weights modification":"true","Training-free":"false","Sparsity":"false"}. This record does not assert independent reproduction.

### SAFREE

Nudity Generation Rate: 37.8. Result ID: 6a03405d47f34ce924e83c0f.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77721e209131cea7326a.md>)

Recorded evaluation configuration: {"Weights modification":"false","Training-free":"true","Sparsity":"false"}. This record does not assert independent reproduction.

### SLD-Max

Nudity Generation Rate: 47.6. Result ID: 6a03405d47f34ce924e83c0e.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f231e209131cea43f5d.md>)

[Implementation](<https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion_safe>)

Recorded evaluation configuration: {"Weights modification":"false","Training-free":"true","Sparsity":"false"}. This record does not assert independent reproduction.

### SLD-Strong

Nudity Generation Rate: 54. Result ID: 6a03405d47f34ce924e83c0d.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f231e209131cea43f5d.md>)

[Implementation](<https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion_safe>)

Recorded evaluation configuration: {"Weights modification":"false","Training-free":"true","Sparsity":"false"}. This record does not assert independent reproduction.

### SPEED

Nudity Generation Rate: 57. Result ID: 6a03405d47f34ce924e83c12.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c231e209131cea8ca66.md>)

Recorded evaluation configuration: {"Weights modification":"true","Training-free":"true","Sparsity":"false"}. This record does not assert independent reproduction.

### SLD-Medium

Nudity Generation Rate: 59.6. Result ID: 6a03405d47f34ce924e83c0c.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f231e209131cea43f5d.md>)

[Implementation](<https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion_safe>)

Recorded evaluation configuration: {"Weights modification":"false","Training-free":"true","Sparsity":"false"}. This record does not assert independent reproduction.

### UCE

Nudity Generation Rate: 61.9. Result ID: 6a03405d47f34ce924e83c10.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755b1e209131cea67702.md>)

Recorded evaluation configuration: {"Weights modification":"true","Training-free":"true","Sparsity":"false"}. This record does not assert independent reproduction.

### SD 1.5

Nudity Generation Rate: 71.6. Result ID: 6a03405d47f34ce924e83c08.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49bdbc836b87d824e13.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Sparsity":"false"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
