# Outlier Detection on satellite ADBench Source: [Outlier Detection on satellite ADBench]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:24.542Z Evaluation of Outlier Detection performance on the 'satellite' component of 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) | satellite 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 | | --- | --- | --- | --- | | UniOD | 86.9 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 76.03 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 73.65 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 73.13 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 69.8 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 68.91 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 68.52 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 68.21 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 65.43 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 65.2 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 64.76 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 62.32 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 59.07 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 58.3 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 57.25 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 56.97 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA+MLP | 55.3 | Not recorded | 68fa79e91e209131cea7feaf | ### UniOD AUROC (%): 86.9. Result ID: 69b8fe5947f34ce924a0fc8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KDE AUROC (%): 76.03. Result ID: 69b8fe5947f34ce924a0fc7d. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LODA AUROC (%): 73.65. Result ID: 69b8fe5947f34ce924a0fc83. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### kNN AUROC (%): 73.13. Result ID: 69b8fe5947f34ce924a0fc7f. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### IF AUROC (%): 69.8. Result ID: 69b8fe5947f34ce924a0fc82. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DTE-NP AUROC (%): 68.91. Result ID: 69b8fe5947f34ce924a0fc8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### AE AUROC (%): 68.52. Result ID: 69b8fe5947f34ce924a0fc81. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### SLAD AUROC (%): 68.21. Result ID: 69b8fe5947f34ce924a0fc88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### OC-SVM AUROC (%): 65.43. Result ID: 69b8fe5947f34ce924a0fc80. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### MetaOD AUROC (%): 65.2. Result ID: 69b8fe5947f34ce924a0fc8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DPAD AUROC (%): 64.76. Result ID: 69b8fe5947f34ce924a0fc89. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### NeutralAD AUROC (%): 62.32. Result ID: 69b8fe5947f34ce924a0fc85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ICL AUROC (%): 59.07. Result ID: 69b8fe5947f34ce924a0fc87. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ECOD AUROC (%): 58.3. Result ID: 69b8fe5947f34ce924a0fc86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DSVDD AUROC (%): 57.25. Result ID: 69b8fe5947f34ce924a0fc84. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LOF AUROC (%): 56.97. Result ID: 69b8fe5947f34ce924a0fc7e. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KPCA+MLP AUROC (%): 55.3. Result ID: 69b8fe5947f34ce924a0fc8b. [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.