# Outlier Detection on speech (historical) Source: [Outlier Detection on speech (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:25.362Z Evaluation of Outlier Detection performance on the historical version of the Speech 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) | speech (historical) | | 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 | | --- | --- | --- | --- | | MetaOD | 54.88 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 53.61 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 52.41 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 52.02 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 50.98 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 49.99 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 48.3 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 47.86 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 47.83 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 47.49 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 46.97 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 46.97 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 46.87 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 46.67 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 45.7 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 44.17 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 43.22 | Not recorded | 68fa79e91e209131cea7feaf | ### MetaOD AUROC: 54.88. Result ID: 69b8fe5947f34ce924a0fe84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 53.61. Result ID: 69b8fe5947f34ce924a0fe7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### SLAD AUROC: 52.41. Result ID: 69b8fe5947f34ce924a0fe80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### KDE AUROC: 52.02. Result ID: 69b8fe5947f34ce924a0fe75. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### DPAD AUROC: 50.98. Result ID: 69b8fe5947f34ce924a0fe81. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 49.99. Result ID: 69b8fe5947f34ce924a0fe82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 48.3. Result ID: 69b8fe5947f34ce924a0fe83. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUROC: 47.86. Result ID: 69b8fe5947f34ce924a0fe76. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### kNN AUROC: 47.83. Result ID: 69b8fe5947f34ce924a0fe77. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### AE AUROC: 47.49. Result ID: 69b8fe5947f34ce924a0fe79. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### ECOD AUROC: 46.97. Result ID: 69b8fe5947f34ce924a0fe7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### UniOD AUROC: 46.97. Result ID: 69b8fe5947f34ce924a0fe85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 46.87. Result ID: 69b8fe5947f34ce924a0fe78. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### IF AUROC: 46.67. Result ID: 69b8fe5947f34ce924a0fe7a. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### DSVDD AUROC: 45.7. Result ID: 69b8fe5947f34ce924a0fe7c. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. ### LODA AUROC: 44.17. Result ID: 69b8fe5947f34ce924a0fe7b. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### ICL AUROC: 43.22. Result ID: 69b8fe5947f34ce924a0fe7f. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.