# User-based De-identification Matching on ADNI Source: [User-based De-identification Matching on ADNI]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:30.348Z Evaluation of model performance on user-based de-identification matching tasks using the ADNI dataset, measured by 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) | ADNI | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ORIGINAL | 100 | Not recorded | 68fa72941e209131cea57461 | | ORIGINAL | 100 | Not recorded | 68fa72941e209131cea57461 | | DEFACE | 99.27 | Not recorded | 68fa72941e209131cea57461 | | DEFACE | 99.22 | Not recorded | 68fa72941e209131cea57461 | | QUICKSHEAR | 98.79 | Not recorded | 68fa72941e209131cea57461 | | FACE MASK v1 | 98.75 | Not recorded | 68fa72941e209131cea57461 | | FACE MASK v2 | 98.06 | Not recorded | 68fa72941e209131cea57461 | | FACE MASK v1 | 96.31 | Not recorded | 68fa72941e209131cea57461 | | QUICKSHEAR | 95.66 | Not recorded | 68fa72941e209131cea57461 | | FACE MASK v2 | 94.42 | Not recorded | 68fa72941e209131cea57461 | | BLURRED | 87.46 | Not recorded | 68fa72941e209131cea57461 | | BLURRED | 86.54 | Not recorded | 68fa72941e209131cea57461 | | ORIGINAL | 58.93 | Not recorded | 68fa72941e209131cea57461 | | CP-GAN | 56.11 | Not recorded | 68fa72941e209131cea57461 | | ORIGINAL | 55.33 | Not recorded | 68fa72941e209131cea57461 | | FACE MASK v1 | 50.24 | Not recorded | 68fa72941e209131cea57461 | | FACE MASK v1 | 48.55 | Not recorded | 68fa72941e209131cea57461 | | MRI WATERSHED | 47.03 | Not recorded | 68fa72941e209131cea57461 | | BLURRED | 46.29 | Not recorded | 68fa72941e209131cea57461 | | DEFACE | 45.58 | Not recorded | 68fa72941e209131cea57461 | | BLURRED | 45.05 | Not recorded | 68fa72941e209131cea57461 | | MRI WATERSHED | 44.75 | Not recorded | 68fa72941e209131cea57461 | | FACE MASK v2 | 43.6 | Not recorded | 68fa72941e209131cea57461 | | DEFACE | 43.53 | Not recorded | 68fa72941e209131cea57461 | | CP-MAE | 41.74 | Not recorded | 68fa72941e209131cea57461 | | CP-MAE | 39.91 | Not recorded | 68fa72941e209131cea57461 | | QUICKSHEAR | 39.81 | Not recorded | 68fa72941e209131cea57461 | | QUICKSHEAR | 38.51 | Not recorded | 68fa72941e209131cea57461 | | FACE MASK v2 | 38.05 | Not recorded | 68fa72941e209131cea57461 | | CP-GAN | 28.46 | Not recorded | 68fa72941e209131cea57461 | | CP-MAE | 25.91 | Not recorded | 68fa72941e209131cea57461 | | CP-MAE | 23.14 | Not recorded | 68fa72941e209131cea57461 | | MRI WATERSHED | 21.48 | Not recorded | 68fa72941e209131cea57461 | | BLACK | 20.3 | Not recorded | 68fa72941e209131cea57461 | | BLACK | 20.17 | Not recorded | 68fa72941e209131cea57461 | | BLACK | 19.66 | Not recorded | 68fa72941e209131cea57461 | | MRI WATERSHED | 19.03 | Not recorded | 68fa72941e209131cea57461 | | BLACK | 18.75 | Not recorded | 68fa72941e209131cea57461 | ### ORIGINAL Accuracy: 100. Result ID: 699243cf3a6c3148490dbe6e. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### ORIGINAL Accuracy: 100. Result ID: 699243cf3a6c3148490dbe78. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### DEFACE Accuracy: 99.27. Result ID: 699243cf3a6c3148490dbe70. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### DEFACE Accuracy: 99.22. Result ID: 699243cf3a6c3148490dbe7a. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### QUICKSHEAR Accuracy: 98.79. Result ID: 699243cf3a6c3148490dbe71. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### FACE MASK v1 Accuracy: 98.75. Result ID: 699243cf3a6c3148490dbe7c. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### FACE MASK v2 Accuracy: 98.06. Result ID: 699243cf3a6c3148490dbe7d. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### FACE MASK v1 Accuracy: 96.31. Result ID: 699243cf3a6c3148490dbe72. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### QUICKSHEAR Accuracy: 95.66. Result ID: 699243cf3a6c3148490dbe7b. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### FACE MASK v2 Accuracy: 94.42. Result ID: 699243cf3a6c3148490dbe73. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### BLURRED Accuracy: 87.46. Result ID: 699243cf3a6c3148490dbe6d. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### BLURRED Accuracy: 86.54. Result ID: 699243cf3a6c3148490dbe77. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### ORIGINAL Accuracy: 58.93. Result ID: 699243cf3a6c3148490dbe52. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### CP-GAN Accuracy: 56.11. Result ID: 699243cf3a6c3148490dbe74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### ORIGINAL Accuracy: 55.33. Result ID: 699243cf3a6c3148490dbe48. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### FACE MASK v1 Accuracy: 50.24. Result ID: 699243cf3a6c3148490dbe56. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### FACE MASK v1 Accuracy: 48.55. Result ID: 699243cf3a6c3148490dbe4c. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### MRI WATERSHED Accuracy: 47.03. Result ID: 699243cf3a6c3148490dbe79. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### BLURRED Accuracy: 46.29. Result ID: 699243cf3a6c3148490dbe51. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### DEFACE Accuracy: 45.58. Result ID: 699243cf3a6c3148490dbe54. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### BLURRED Accuracy: 45.05. Result ID: 699243cf3a6c3148490dbe47. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### MRI WATERSHED Accuracy: 44.75. Result ID: 699243cf3a6c3148490dbe6f. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### FACE MASK v2 Accuracy: 43.6. Result ID: 699243cf3a6c3148490dbe57. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### DEFACE Accuracy: 43.53. Result ID: 699243cf3a6c3148490dbe4a. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### CP-MAE Accuracy: 41.74. Result ID: 699243cf3a6c3148490dbe7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### CP-MAE Accuracy: 39.91. Result ID: 699243cf3a6c3148490dbe75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### QUICKSHEAR Accuracy: 39.81. Result ID: 699243cf3a6c3148490dbe55. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### QUICKSHEAR Accuracy: 38.51. Result ID: 699243cf3a6c3148490dbe4b. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### FACE MASK v2 Accuracy: 38.05. Result ID: 699243cf3a6c3148490dbe4d. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### CP-GAN Accuracy: 28.46. Result ID: 699243cf3a6c3148490dbe4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### CP-MAE Accuracy: 25.91. Result ID: 699243cf3a6c3148490dbe58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### CP-MAE Accuracy: 23.14. Result ID: 699243cf3a6c3148490dbe4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### MRI WATERSHED Accuracy: 21.48. Result ID: 699243cf3a6c3148490dbe53. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### BLACK Accuracy: 20.3. Result ID: 699243cf3a6c3148490dbe50. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. ### BLACK Accuracy: 20.17. Result ID: 699243cf3a6c3148490dbe46. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### BLACK Accuracy: 19.66. Result ID: 699243cf3a6c3148490dbe6c. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### MRI WATERSHED Accuracy: 19.03. Result ID: 699243cf3a6c3148490dbe49. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128^3"}. This record does not assert independent reproduction. ### BLACK Accuracy: 18.75. Result ID: 699243cf3a6c3148490dbe76. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256^3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.