# Nudity erasure on MMA-Diff tar 1.5 (test)

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

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

Data updated: 2026-05-12T15:02:43.405Z

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

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 tar 1.5 (test) |
| Metric | Nudity Generation Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 26 of 26 |
| 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-tar-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) | 5.2 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SPACE (Strong) | 5.8 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SPACE | 9.5 | Not recorded | 6a02b49bdbc836b87d824e13 |
| Scissorhands | 9.8 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SPACE | 12.6 | Not recorded | 6a02b49bdbc836b87d824e13 |
| CAbl | 12.8 | Not recorded | 6a02b49bdbc836b87d824e13 |
| Scissorhands | 13.4 | Not recorded | 6a02b49bdbc836b87d824e13 |
| RECE | 13.7 | Not recorded | 6a02b49bdbc836b87d824e13 |
| RECE | 15.8 | Not recorded | 6a02b49bdbc836b87d824e13 |
| CAbl | 15.8 | Not recorded | 6a02b49bdbc836b87d824e13 |
| DoCo | 22.1 | Not recorded | 6a02b49bdbc836b87d824e13 |
| DoCo | 23.9 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SAFREE | 24.3 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SAFREE | 30.2 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SLD-Max | 36.2 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SPEED | 36.8 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SLD-Strong | 40.7 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SLD-Max | 40.7 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SLD-Medium | 43.5 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SLD-Strong | 44.7 | Not recorded | 6a02b49bdbc836b87d824e13 |
| UCE | 46 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SPEED | 46.4 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SLD-Medium | 49.3 | Not recorded | 6a02b49bdbc836b87d824e13 |
| UCE | 50.3 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SD 1.5 | 55.3 | Not recorded | 6a02b49bdbc836b87d824e13 |
| SD 1.5 | 60.1 | Not recorded | 6a02b49bdbc836b87d824e13 |

### SPACE (Strong)

Nudity Generation Rate: 5.2. Result ID: 6a03405d47f34ce924e83c07.

[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 (Strong)

Nudity Generation Rate: 5.8. Result ID: 6a03405d47f34ce924e83c21.

[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: 9.5. Result ID: 6a03405d47f34ce924e83c06.

[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: 9.8. Result ID: 6a03405d47f34ce924e83bfd.

[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.

### SPACE

Nudity Generation Rate: 12.6. Result ID: 6a03405d47f34ce924e83c20.

[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.

### CAbl

Nudity Generation Rate: 12.8. Result ID: 6a03405d47f34ce924e83bfc.

[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.

### Scissorhands

Nudity Generation Rate: 13.4. Result ID: 6a03405d47f34ce924e83c17.

[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: 13.7. Result ID: 6a03405d47f34ce924e83c1e.

[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.

### RECE

Nudity Generation Rate: 15.8. Result ID: 6a03405d47f34ce924e83c04.

[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: 15.8. Result ID: 6a03405d47f34ce924e83c16.

[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: 22.1. Result ID: 6a03405d47f34ce924e83bfe.

[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.

### DoCo

Nudity Generation Rate: 23.9. Result ID: 6a03405d47f34ce924e83c18.

[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: 24.3. Result ID: 6a03405d47f34ce924e83c02.

[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.

### SAFREE

Nudity Generation Rate: 30.2. Result ID: 6a03405d47f34ce924e83c1c.

[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: 36.2. Result ID: 6a03405d47f34ce924e83c01.

[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: 36.8. Result ID: 6a03405d47f34ce924e83c05.

[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-Strong

Nudity Generation Rate: 40.7. Result ID: 6a03405d47f34ce924e83c00.

[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-Max

Nudity Generation Rate: 40.7. Result ID: 6a03405d47f34ce924e83c1b.

[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-Medium

Nudity Generation Rate: 43.5. Result ID: 6a03405d47f34ce924e83bff.

[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: 44.7. Result ID: 6a03405d47f34ce924e83c1a.

[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: 46. Result ID: 6a03405d47f34ce924e83c03.

[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.

### SPEED

Nudity Generation Rate: 46.4. Result ID: 6a03405d47f34ce924e83c1f.

[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: 49.3. Result ID: 6a03405d47f34ce924e83c19.

[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: 50.3. Result ID: 6a03405d47f34ce924e83c1d.

[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: 55.3. Result ID: 6a03405d47f34ce924e83bfb.

[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.

### SD 1.5

Nudity Generation Rate: 60.1. Result ID: 6a03405d47f34ce924e83c15.

[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.
