# Outlier Detection on vowels (historical) Source: [Outlier Detection on vowels (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:25.438Z Evaluation of Outlier Detection performance on the historical version of the vowels dataset, measured 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) | vowels (historical) | | Metric | AUROC | | Unit | SCALAR | | 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: SCALAR. - [AUPRC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | NeutralAD | 97.64 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 97.37 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 94.99 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 93.65 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 93.14 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 91.23 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 85.01 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 82.91 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 82.17 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 77.01 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 76.99 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 76.91 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 76.25 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 72.66 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 70.29 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 59.29 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 41.54 | Not recorded | 68fa79e91e209131cea7feaf | ### NeutralAD AUROC: 97.64. Result ID: 69b8fe5947f34ce924a0feb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 97.37. Result ID: 69b8fe5947f34ce924a0feb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### MetaOD AUROC: 94.99. Result ID: 69b8fe5947f34ce924a0feb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### SLAD AUROC: 93.65. Result ID: 69b8fe5947f34ce924a0feb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### LOF AUROC: 93.14. Result ID: 69b8fe5947f34ce924a0fea9. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### kNN AUROC: 91.23. Result ID: 69b8fe5947f34ce924a0feaa. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### UniOD AUROC: 85.01. Result ID: 69b8fe5947f34ce924a0feb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### KDE AUROC: 82.91. Result ID: 69b8fe5947f34ce924a0fea8. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### ICL AUROC: 82.17. Result ID: 69b8fe5947f34ce924a0feb2. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### IF AUROC: 77.01. Result ID: 69b8fe5947f34ce924a0fead. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### LODA AUROC: 76.99. Result ID: 69b8fe5947f34ce924a0feae. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 76.91. Result ID: 69b8fe5947f34ce924a0feab. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### AE AUROC: 76.25. Result ID: 69b8fe5947f34ce924a0feac. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### DPAD AUROC: 72.66. Result ID: 69b8fe5947f34ce924a0feb4. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 70.29. Result ID: 69b8fe5947f34ce924a0feb6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUROC: 59.29. Result ID: 69b8fe5947f34ce924a0feb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### DSVDD AUROC: 41.54. Result ID: 69b8fe5947f34ce924a0feaf. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.