# Image Anonymization Evaluation on MIT Indoor 67

Source: [Image Anonymization Evaluation on MIT Indoor 67](<https://www.sota2.com/research/sota/image-anonymization-evaluation-on-mit-indoor-67>)

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

Data updated: 2026-03-31T12:33:34.638Z

Evaluation of image anonymization performance on the MIT Indoor 67 dataset, assessed using perceptual and image quality metrics like CLIP, SSIM, and LPIPS.

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 | Image Anonymization Evaluation |
| Dataset (including any stated split) | MIT Indoor 67 |
| Metric | CLIP Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [CLIP Score](<https://www.sota2.com/research/sota/image-anonymization-evaluation-on-mit-indoor-67.md?metric=CLIP%20Score>): Higher is better; unit: PERCENT.

- [SSIM](<https://www.sota2.com/research/sota/image-anonymization-evaluation-on-mit-indoor-67.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-anonymization-evaluation-on-mit-indoor-67.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CLIP Score | Result date | Report paper |
| --- | --- | --- | --- |
| DP2 | 35.12 | Not recorded | 69cb55850636e5bf4afca46f |
| FaceAnon | 34.52 | Not recorded | 69cb55850636e5bf4afca46f |
| U2S (FE) | 34.48 | Not recorded | 69cb55850636e5bf4afca46f |
| U2S (FE) | 34.11 | Not recorded | 69cb55850636e5bf4afca46f |
| U2S (FE) | 32.51 | Not recorded | 69cb55850636e5bf4afca46f |
| U2S (FE) | 31.49 | Not recorded | 69cb55850636e5bf4afca46f |
| U2S (FE) | 29.46 | Not recorded | 69cb55850636e5bf4afca46f |

### DP2

CLIP Score: 35.12. Result ID: 69cbbf1c47f34ce924b560da.

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

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

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

### FaceAnon

CLIP Score: 34.52. Result ID: 69cbbf1c47f34ce924b560db.

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

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

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

### U2S (FE)

CLIP Score: 34.48. Result ID: 69cbbf1c47f34ce924b560d7.

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

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

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

### U2S (FE)

CLIP Score: 34.11. Result ID: 69cbbf1c47f34ce924b560d5.

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

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

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

### U2S (FE)

CLIP Score: 32.51. Result ID: 69cbbf1c47f34ce924b560d9.

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

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

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

### U2S (FE)

CLIP Score: 31.49. Result ID: 69cbbf1c47f34ce924b560d6.

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

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

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

### U2S (FE)

CLIP Score: 29.46. Result ID: 69cbbf1c47f34ce924b560d8.

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

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

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

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