# Outlier Detection on Satimage-2 ADBench Source: [Outlier Detection on Satimage-2 ADBench]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:24.564Z Evaluation of Outlier Detection performance on the Satimage-2 dataset component within the ADBench suite, 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) | Satimage-2 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 | | --- | --- | --- | --- | | kNN | 99.88 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 99.72 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 99.7 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 99.55 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 99.42 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 96.68 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 96.59 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 96.49 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 96.44 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 95.97 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 95.71 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 91.51 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 81.22 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 79.71 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 68.67 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 64.5 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA+MLP | 59.62 | Not recorded | 68fa79e91e209131cea7feaf | ### kNN AUROC (%): 99.88. Result ID: 69b8fe5947f34ce924a0fc90. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LODA AUROC (%): 99.72. Result ID: 69b8fe5947f34ce924a0fc94. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### UniOD AUROC (%): 99.7. Result ID: 69b8fe5947f34ce924a0fc9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### OC-SVM AUROC (%): 99.55. Result ID: 69b8fe5947f34ce924a0fc91. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### IF AUROC (%): 99.42. Result ID: 69b8fe5947f34ce924a0fc93. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DSVDD AUROC (%): 96.68. Result ID: 69b8fe5947f34ce924a0fc95. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DTE-NP AUROC (%): 96.59. Result ID: 69b8fe5947f34ce924a0fc9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ECOD AUROC (%): 96.49. Result ID: 69b8fe5947f34ce924a0fc97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KDE AUROC (%): 96.44. Result ID: 69b8fe5947f34ce924a0fc8e. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### SLAD AUROC (%): 95.97. Result ID: 69b8fe5947f34ce924a0fc99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### AE AUROC (%): 95.71. Result ID: 69b8fe5947f34ce924a0fc92. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### MetaOD AUROC (%): 91.51. Result ID: 69b8fe5947f34ce924a0fc9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DPAD AUROC (%): 81.22. Result ID: 69b8fe5947f34ce924a0fc9a. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### NeutralAD AUROC (%): 79.71. Result ID: 69b8fe5947f34ce924a0fc96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LOF AUROC (%): 68.67. Result ID: 69b8fe5947f34ce924a0fc8f. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ICL AUROC (%): 64.5. Result ID: 69b8fe5947f34ce924a0fc98. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KPCA+MLP AUROC (%): 59.62. Result ID: 69b8fe5947f34ce924a0fc9c. [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.