# User-based De-identification Matching on OASIS-3

Source: [User-based De-identification Matching on OASIS-3](<https://www.sota2.com/research/sota/user-based-de-identification-matching-on-oasis-3>)

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

Data updated: 2026-02-26T05:29:30.374Z

Evaluation of model performance on the User-based De-identification Matching task using the OASIS-3 dataset, reporting Accuracy.

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-based De-identification Matching |
| Dataset (including any stated split) | OASIS-3 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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/user-based-de-identification-matching-on-oasis-3.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ORIGINAL | 61.86 | Not recorded | 68fa72941e209131cea57461 |
| ORIGINAL | 59.27 | Not recorded | 68fa72941e209131cea57461 |
| FACE MASK v1 | 52.68 | Not recorded | 68fa72941e209131cea57461 |
| FACE MASK v1 | 50.23 | Not recorded | 68fa72941e209131cea57461 |
| DEFACE | 43.17 | Not recorded | 68fa72941e209131cea57461 |
| BLURRED | 42.93 | Not recorded | 68fa72941e209131cea57461 |
| BLURRED | 41.63 | Not recorded | 68fa72941e209131cea57461 |
| QUICKSHEAR | 40.7 | Not recorded | 68fa72941e209131cea57461 |
| DEFACE | 38.14 | Not recorded | 68fa72941e209131cea57461 |
| QUICKSHEAR | 35.85 | Not recorded | 68fa72941e209131cea57461 |
| FACE MASK v2 | 35.85 | Not recorded | 68fa72941e209131cea57461 |
| FACE MASK v2 | 33.02 | Not recorded | 68fa72941e209131cea57461 |
| CP-GAN | 30.47 | Not recorded | 68fa72941e209131cea57461 |
| CP-MAE | 23.41 | Not recorded | 68fa72941e209131cea57461 |
| MRI WATERSHED | 22.56 | Not recorded | 68fa72941e209131cea57461 |
| CP-MAE | 22.56 | Not recorded | 68fa72941e209131cea57461 |
| MRI WATERSHED | 22.2 | Not recorded | 68fa72941e209131cea57461 |
| BLACK | 18.54 | Not recorded | 68fa72941e209131cea57461 |
| BLACK | 18.37 | Not recorded | 68fa72941e209131cea57461 |

### ORIGINAL

Accuracy: 61.86. Result ID: 699243cf3a6c3148490dbe5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

### ORIGINAL

Accuracy: 59.27. Result ID: 699243cf3a6c3148490dbe65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction.

### FACE MASK v1

Accuracy: 52.68. Result ID: 699243cf3a6c3148490dbe69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction.

### FACE MASK v1

Accuracy: 50.23. Result ID: 699243cf3a6c3148490dbe5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

### DEFACE

Accuracy: 43.17. Result ID: 699243cf3a6c3148490dbe67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction.

### BLURRED

Accuracy: 42.93. Result ID: 699243cf3a6c3148490dbe64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction.

### BLURRED

Accuracy: 41.63. Result ID: 699243cf3a6c3148490dbe5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

### QUICKSHEAR

Accuracy: 40.7. Result ID: 699243cf3a6c3148490dbe5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

### DEFACE

Accuracy: 38.14. Result ID: 699243cf3a6c3148490dbe5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

### QUICKSHEAR

Accuracy: 35.85. Result ID: 699243cf3a6c3148490dbe68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction.

### FACE MASK v2

Accuracy: 35.85. Result ID: 699243cf3a6c3148490dbe6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction.

### FACE MASK v2

Accuracy: 33.02. Result ID: 699243cf3a6c3148490dbe60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

### CP-GAN

Accuracy: 30.47. Result ID: 699243cf3a6c3148490dbe61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0c1e209131cea2bb43.md>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

### CP-MAE

Accuracy: 23.41. Result ID: 699243cf3a6c3148490dbe6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

[Implementation](<https://github.com/mmilch01/mask_face2>)

Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction.

### MRI WATERSHED

Accuracy: 22.56. Result ID: 699243cf3a6c3148490dbe5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

### CP-MAE

Accuracy: 22.56. Result ID: 699243cf3a6c3148490dbe62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

[Implementation](<https://github.com/mmilch01/mask_face2>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

### MRI WATERSHED

Accuracy: 22.2. Result ID: 699243cf3a6c3148490dbe66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction.

### BLACK

Accuracy: 18.54. Result ID: 699243cf3a6c3148490dbe63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction.

### BLACK

Accuracy: 18.37. Result ID: 699243cf3a6c3148490dbe59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72941e209131cea57461.md>)

Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction.

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