# Outlier Detection on thyroid ADBench Source: [Outlier Detection on thyroid ADBench]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:24.615Z Evaluation of Outlier Detection performance on the thyroid ADBench dataset, using AUROC and AUPRC. 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 | Outlier Detection | | Dataset (including any stated split) | thyroid ADBench | | Metric | AUROC (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [AUROC (%)](): Higher is better; unit: PERCENT. - [AUPRC (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC (%) | Result date | Report paper | | --- | --- | --- | --- | | IF | 98.19 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 97.71 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 96.49 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 96.37 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 96.27 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 95.83 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 95.6 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 95.01 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 94.62 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 94.1 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 91.35 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 90.84 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 85.12 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA+MLP | 82.68 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 73.53 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 60.25 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 42.61 | Not recorded | 68fa79e91e209131cea7feaf | ### IF AUROC (%): 98.19. Result ID: 69b8fe5947f34ce924a0fcb5. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ECOD AUROC (%): 97.71. Result ID: 69b8fe5947f34ce924a0fcb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### kNN AUROC (%): 96.49. Result ID: 69b8fe5947f34ce924a0fcb2. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DTE-NP AUROC (%): 96.37. Result ID: 69b8fe5947f34ce924a0fcbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### AE AUROC (%): 96.27. Result ID: 69b8fe5947f34ce924a0fcb4. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KDE AUROC (%): 95.83. Result ID: 69b8fe5947f34ce924a0fcb0. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### OC-SVM AUROC (%): 95.6. Result ID: 69b8fe5947f34ce924a0fcb3. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### MetaOD AUROC (%): 95.01. Result ID: 69b8fe5947f34ce924a0fcbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LODA AUROC (%): 94.62. Result ID: 69b8fe5947f34ce924a0fcb6. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### UniOD AUROC (%): 94.1. Result ID: 69b8fe5947f34ce924a0fcc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DSVDD AUROC (%): 91.35. Result ID: 69b8fe5947f34ce924a0fcb7. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LOF AUROC (%): 90.84. Result ID: 69b8fe5947f34ce924a0fcb1. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### SLAD AUROC (%): 85.12. Result ID: 69b8fe5947f34ce924a0fcbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KPCA+MLP AUROC (%): 82.68. Result ID: 69b8fe5947f34ce924a0fcbe. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DPAD AUROC (%): 73.53. Result ID: 69b8fe5947f34ce924a0fcbc. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### NeutralAD AUROC (%): 60.25. Result ID: 69b8fe5947f34ce924a0fcb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ICL AUROC (%): 42.61. Result ID: 69b8fe5947f34ce924a0fcba. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.