# Anonymization on Indoor

Source: [Anonymization on Indoor](<https://www.sota2.com/research/sota/anonymization-on-indoor>)

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

Data updated: 2026-03-31T12:33:34.696Z

Evaluation of Anonymization techniques applied to the Indoor scene understanding dataset, measured using Accuracy, FaceSim, TextSim, and Race Entropy.

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 | Anonymization |
| Dataset (including any stated split) | Indoor |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/anonymization-on-indoor.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [FaceSim](<https://www.sota2.com/research/sota/anonymization-on-indoor.md?metric=FaceSim>): Higher is better; unit: PERCENT.

- [TextSim](<https://www.sota2.com/research/sota/anonymization-on-indoor.md?metric=TextSim>): Higher is better; unit: PERCENT.

- [Race Entropy](<https://www.sota2.com/research/sota/anonymization-on-indoor.md?metric=Race%20Entropy>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DeepPrivacy2 | 84.03 | Not recorded | 69cb55850636e5bf4afca46f |
| FaceAnonSimple | 84.03 | Not recorded | 69cb55850636e5bf4afca46f |
| Raw Images | 83.881 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FreePrompt) | 82.537 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FreePrompt) | 81.567 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FlowEdit) | 80.746 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FlowEdit) | 80.746 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FreePrompt) | 80.522 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FlowEdit) | 80.448 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (OminiControl) | 80 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FlowEdit) | 79.925 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FreePrompt) | 79.254 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FreePrompt) | 78.881 | Not recorded | 69cb55850636e5bf4afca46f |
| Unsafe2Safe (FlowEdit) | 77.09 | Not recorded | 69cb55850636e5bf4afca46f |

### DeepPrivacy2

Accuracy: 84.03. Result ID: 69cbbf1c47f34ce924b560f6.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e001e209131cea3d52c.md>)

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

### FaceAnonSimple

Accuracy: 84.03. Result ID: 69cbbf1c47f34ce924b560f7.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758e1e209131cea68968.md>)

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

### Raw Images

Accuracy: 83.881. Result ID: 69cbbf1c47f34ce924b560ea.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

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

### Unsafe2Safe (FreePrompt)

Accuracy: 82.537. Result ID: 69cbbf1c47f34ce924b560f2.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"c\_public"}. This record does not assert independent reproduction.

### Unsafe2Safe (FreePrompt)

Accuracy: 81.567. Result ID: 69cbbf1c47f34ce924b560f0.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"c\_private"}. This record does not assert independent reproduction.

### Unsafe2Safe (FlowEdit)

Accuracy: 80.746. Result ID: 69cbbf1c47f34ce924b560ed.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"c\_public"}. This record does not assert independent reproduction.

### Unsafe2Safe (FlowEdit)

Accuracy: 80.746. Result ID: 69cbbf1c47f34ce924b560ef.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"LLM (c\_edit, c\_public)"}. This record does not assert independent reproduction.

### Unsafe2Safe (FreePrompt)

Accuracy: 80.522. Result ID: 69cbbf1c47f34ce924b560f4.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"LLM (c\_edit, c\_public)"}. This record does not assert independent reproduction.

### Unsafe2Safe (FlowEdit)

Accuracy: 80.448. Result ID: 69cbbf1c47f34ce924b560ec.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"class"}. This record does not assert independent reproduction.

### Unsafe2Safe (OminiControl)

Accuracy: 80. Result ID: 69cbbf1c47f34ce924b560f5.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"c\_edit","finetuned":true}. This record does not assert independent reproduction.

### Unsafe2Safe (FlowEdit)

Accuracy: 79.925. Result ID: 69cbbf1c47f34ce924b560eb.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"c\_private"}. This record does not assert independent reproduction.

### Unsafe2Safe (FreePrompt)

Accuracy: 79.254. Result ID: 69cbbf1c47f34ce924b560f1.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"class"}. This record does not assert independent reproduction.

### Unsafe2Safe (FreePrompt)

Accuracy: 78.881. Result ID: 69cbbf1c47f34ce924b560f3.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"c\_edit"}. This record does not assert independent reproduction.

### Unsafe2Safe (FlowEdit)

Accuracy: 77.09. Result ID: 69cbbf1c47f34ce924b560ee.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55850636e5bf4afca46f.md>)

Recorded evaluation configuration: {"Text Prior":"c\_edit"}. This record does not assert independent reproduction.

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