# Outlier Detection on celeba (historical) Source: [Outlier Detection on celeba (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:25.052Z Evaluation of Outlier Detection performance on the historical split of the CelebA 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) | celeba (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 | | --- | --- | --- | --- | | UniOD | 81.21 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 79.71 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 79.05 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 75.25 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 74.7 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 74.6 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 73.67 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 69.73 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 69.71 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 67.28 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 66.13 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 64.9 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 59.43 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 58.34 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 56.81 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 54.49 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 51.73 | Not recorded | 68fa79e91e209131cea7feaf | ### UniOD AUROC: 81.21. Result ID: 69b8fe5947f34ce924a0fdfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### kNN AUROC: 79.71. Result ID: 69b8fe5947f34ce924a0fdef. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 79.05. Result ID: 69b8fe5947f34ce924a0fdf0. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### ECOD AUROC: 75.25. Result ID: 69b8fe5947f34ce924a0fdf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### KDE AUROC: 74.7. Result ID: 69b8fe5947f34ce924a0fded. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 74.6. Result ID: 69b8fe5947f34ce924a0fdfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### AE AUROC: 73.67. Result ID: 69b8fe5947f34ce924a0fdf1. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### MetaOD AUROC: 69.73. Result ID: 69b8fe5947f34ce924a0fdfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### IF AUROC: 69.71. Result ID: 69b8fe5947f34ce924a0fdf2. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### DSVDD AUROC: 67.28. Result ID: 69b8fe5947f34ce924a0fdf4. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. ### SLAD AUROC: 66.13. Result ID: 69b8fe5947f34ce924a0fdf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### ICL AUROC: 64.9. Result ID: 69b8fe5947f34ce924a0fdf7. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### LODA AUROC: 59.43. Result ID: 69b8fe5947f34ce924a0fdf3. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 58.34. Result ID: 69b8fe5947f34ce924a0fdfb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUROC: 56.81. Result ID: 69b8fe5947f34ce924a0fdee. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 54.49. Result ID: 69b8fe5947f34ce924a0fdf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### DPAD AUROC: 51.73. Result ID: 69b8fe5947f34ce924a0fdf9. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.