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ResearchFormerly WizWand

Anomaly Detection on cardio

0.988AUCESAD
0.550160.663830.77750.89117Dec 9, 2020Oct 19, 2021Aug 29, 2022Jul 9, 2023May 18, 2024Mar 28, 2025Feb 6, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ESADratio of labeled anomalies=0.012020.120.988
CTADBase Detector=DRL2026.020.9658
PCA2026.020.9655
OCSVM2026.020.9654
CTADBase Detector=MCM2026.020.9651
MCM2026.020.9603
DRL2026.020.9558
ICL2026.020.9514
Deep SADratio of labeled anomalies=0.012020.120.95
ICAD-LLMMethod Category=Task-Specific2025.120.9469
MCMMethod Category=Task-Specific2025.120.9434
DeepSVDD2026.020.9313
CTADBase Detector=KNN2026.020.925
IForest2026.020.922
ICAD-LLMMethod Category=Universal2025.120.9103
KNN2026.020.8979
DTE2026.020.8726
SSAD Hybridratio of labeled anomalies=0.012020.120.863
GOADMethod Category=Task-Specific2025.120.8627
Deep SVDDratio of labeled anomalies=0.012020.120.848
IForestMethod Category=Task-Specific2025.120.7967
NeuTraLAD2026.020.7349
GOAD2026.020.6812
DAGMMMethod Category=Task-Specific2025.120.6661
SS-DGMratio of labeled anomalies=0.012020.120.662
ACRMethod Category=Universal2025.120.6551
NeuTraL ADMethod Category=Universal2025.120.6375
ECOD2026.020.637
UniADMethod Category=Universal2025.120.6271
AutoEncoder2026.020.567