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Time Series Anomaly Detection on PSM (AUC-ROC, AUC-PR, VUS-ROC, VUS-PR)

0.815AUC-ROC

VAN-AD

Updated 21d ago

Evaluation Results

Method	Links
VAN-AD 2026.03		0.815	0.622	0.817	0.661
U2AD 2026.05		0.7822	0.5366	0.7702	0.5255
U2AD 2026.05		0.7822	0.5366	0.7702	0.5255
AT 2026.05		0.7741	0.5546	0.7219	0.5257
CAROTS 2026.03		0.767	0.537	0.75	0.529
DCdetector 2026.05		0.7618	0.5359	0.7449	0.5188
Isolation Forest 2026.05		0.7481	0.5272	0.7466	0.5287
KNN 2026.03		0.744	0.553	0.667	0.456
LOF 2026.03		0.73	0.462	0.641	0.423
CBLOF 2026.03		0.717	0.529	0.636	0.442
Couta 2026.05		0.7121	0.5489	0.7411	0.5814
OmniAno 2026.05		0.7078	0.5062	0.7002	0.4937
DIF 2026.05		0.6884	0.4533	0.653	0.4935
ImDiffusion 2026.05		0.6774	0.4661	0.6998	0.482
NCAD 2026.05		0.6734	0.4891	0.687	0.4742
PCA 2026.03		0.667	0.477	0.576	0.413
LSTM-VAE 2026.05		0.6426	0.2623	0.6214	0.3204
Deep SVDD 2026.05		0.641	0.4535	0.6556	0.4494
TcnED 2026.05		0.6368	0.3939	0.6442	0.4336
DAGMM 2026.05		0.6225	0.3618	0.6191	0.379
DADA 2026.03		0.621	0.448	0.599	0.423
TranAD 2026.05		0.6133	0.4332	0.614	0.4494
SARAD 2026.05		0.6037	0.4244	0.637	0.4387
CATCH 2026.03		0.6	0.385	0.6	0.389
TimesNet 2026.05		0.5921	0.3849	0.6609	0.4804
Modern 2026.03		0.587	0.388	0.584	0.387
GPT4TS 2026.03		0.584	0.38	0.579	0.379
CALF 2026.03		0.583	0.369	0.579	0.37
iTrans 2026.03		0.583	0.372	0.582	0.376
BeatGAN 2026.05		0.5822	0.3527	0.5751	0.3577
Timer 2026.03		0.556	0.359	0.541	0.35
InterFusion 2026.05		0.5455	0.2785	0.5616	0.2548
DualTF 2026.03		0.544	0.311	0.496	0.308
ContraAD 2026.03		0.533	0.298	0.438	0.297
LSTM 2026.05		0.5129	0.2942	0.5209	0.2957
MtsCID 2026.03		0.5	0.28	0.515	0.32