Outlier Detection on fault ADBench benchmark leaderboard · SOTA2 Research

Outlier Detection on fault ADBench

90.55AUROCKPCA+MLP

Evaluation Results

Method	Links
KPCA+MLP2025.07		90.55	84.08
KPCA+MLP2025.07		90.55	84.08
DTE-NP2025.07		73.44	53.77
DTE-NP2025.07		73.44	53.77
KDE2025.07		73.05	54.57
KDE2025.07		73.05	54.57
SLAD2025.07		71.83	53.04
SLAD2025.07		71.83	53.04
kNN2025.07		71.46	52.08
kNN2025.07		71.46	52.08
UniOD2025.07		69.6	49.1
UniOD2025.07		69.6	49.1
NeutralAD2025.07		67.35	47.69
NeutralAD2025.07		67.35	47.69
DPAD2025.07		66.77	47.89
DPAD2025.07		66.77	47.89
AE2025.07		66.25	48.16
AE2025.07		66.25	48.16
LOF2025.07		59.59	40.22
MetaOD2025.07		57.21	42.77
MetaOD2025.07		57.21	42.77
IF2025.07		56.15	41.34
ICL2025.07		55.29	39.29
ICL2025.07		55.29	39.29
OC-SVM2025.07		53.95	39.26
MLP+TF2025.07		53	36.42
DSVDD2025.07		48.94	33.39
DSVDD2025.07		48.94	33.39
ECOD2025.07		46.87	32.57
ECOD2025.07		46.87	32.57
LODA2025.07		41.56	30.1