# Outlier Detection on skin (historical) Source: [Outlier Detection on skin (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:25.337Z Evaluation of Outlier Detection performance on the historical split of the skin dataset, measured by 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) | skin (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 | | --- | --- | --- | --- | | SLAD | 83.12 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 78.65 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 76.12 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 76.04 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 71.43 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 66.62 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 65.19 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 64.64 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 63.66 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 59.51 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 57.39 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 51.25 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 50.37 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 49.55 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 48.86 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 35.29 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 33.57 | Not recorded | 68fa79e91e209131cea7feaf | ### SLAD AUROC: 83.12. Result ID: 69b8fe5947f34ce924a0fe6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 78.65. Result ID: 69b8fe5947f34ce924a0fe6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### UniOD AUROC: 76.12. Result ID: 69b8fe5947f34ce924a0fe74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### kNN AUROC: 76.04. Result ID: 69b8fe5947f34ce924a0fe66. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 71.43. Result ID: 69b8fe5947f34ce924a0fe71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### IF AUROC: 66.62. Result ID: 69b8fe5947f34ce924a0fe69. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### MetaOD AUROC: 65.19. Result ID: 69b8fe5947f34ce924a0fe73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### DPAD AUROC: 64.64. Result ID: 69b8fe5947f34ce924a0fe70. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 63.66. Result ID: 69b8fe5947f34ce924a0fe67. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### DSVDD AUROC: 59.51. Result ID: 69b8fe5947f34ce924a0fe6b. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 57.39. Result ID: 69b8fe5947f34ce924a0fe72. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KDE AUROC: 51.25. Result ID: 69b8fe5947f34ce924a0fe64. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### LODA AUROC: 50.37. Result ID: 69b8fe5947f34ce924a0fe6a. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### AE AUROC: 49.55. Result ID: 69b8fe5947f34ce924a0fe68. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### ECOD AUROC: 48.86. Result ID: 69b8fe5947f34ce924a0fe6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### LOF AUROC: 35.29. Result ID: 69b8fe5947f34ce924a0fe65. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### ICL AUROC: 33.57. Result ID: 69b8fe5947f34ce924a0fe6e. [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.