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

0.817VUS-ROCVAN-AD

Evaluation results

Method
VAN-AD2026.03	0.817	0.815	0.622	0.661
U2AD2026.05	0.7702	0.7822	0.5366	0.5255
U2AD2026.05	0.7702	0.7822	0.5366	0.5255
CAROTS2026.03	0.75	0.767	0.537	0.529
Isolation Forest2026.05	0.7466	0.7481	0.5272	0.5287
SCAN2026.06	0.7457	—	—	0.5851
DCdetector2026.05	0.7449	0.7618	0.5359	0.5188
Couta2026.05	0.7411	0.7121	0.5489	0.5814
CrossAD2026.06	0.7302	—	—	0.5596
AT2026.05	0.7219	0.7741	0.5546	0.5257
HBOS2026.06	0.7056	—	—	0.5061
OmniAno2026.05	0.7002	0.7078	0.5062	0.4937
ImDiffusion2026.05	0.6998	0.6774	0.4661	0.482
DADA2026.06	0.694	—	—	0.4782
NCAD2026.05	0.687	0.6734	0.4891	0.4742
KNN2026.03	0.667	0.744	0.553	0.456
LOF2026.06	0.6628	—	—	0.4615
TimesNet2026.05	0.6609	0.5921	0.3849	0.4804
Deep SVDD2026.05	0.6556	0.641	0.4535	0.4494
DIF2026.05	0.653	0.6884	0.4533	0.4935
ModernTCN2026.06	0.648	—	—	0.4668
GPT4TS2026.06	0.6466	—	—	0.4599
TcnED2026.05	0.6442	0.6368	0.3939	0.4336
LOF2026.03	0.641	0.73	0.462	0.423
KAN-AD2026.06	0.6377	—	—	0.4523
SARAD2026.05	0.637	0.6037	0.4244	0.4387
CBLOF2026.03	0.636	0.717	0.529	0.442
TimesNet2026.06	0.6344	—	—	0.4373
Omni2026.06	0.634	—	—	0.4472
AE2026.06	0.6339	—	—	0.449
PCA2026.06	0.6331	—	—	0.4706
LSTM-VAE2026.05	0.6214	0.6426	0.2623	0.3204
DAGMM2026.05	0.6191	0.6225	0.3618	0.379
TranAD2026.05	0.614	0.6133	0.4332	0.4494
CAE2026.06	0.6113	—	—	0.4395
LODA2026.06	0.6089	—	—	0.4423
IForest2026.06	0.6009	—	—	0.3964
CATCH2026.03	0.6	0.6	0.385	0.389
OCSVM2026.06	0.5993	—	—	0.4252
DADA2026.03	0.599	0.621	0.448	0.423
TimeMixer2026.06	0.5974	—	—	0.3807
Modern2026.03	0.584	0.587	0.388	0.387
iTrans2026.03	0.582	0.583	0.372	0.376
CALF2026.03	0.579	0.583	0.369	0.37
GPT4TS2026.03	0.579	0.584	0.38	0.379
PCA2026.03	0.576	0.667	0.477	0.413
BeatGAN2026.05	0.5751	0.5822	0.3527	0.3577
InterFusion2026.05	0.5616	0.5455	0.2785	0.2548
DAGMM2026.06	0.5598	—	—	0.4522
LSTM2026.06	0.5571	—	—	0.4592
Timer2026.03	0.541	0.556	0.359	0.35
DC2026.06	0.5235	—	—	0.3366
LSTM2026.05	0.5209	0.5129	0.2942	0.2957
MEMTO2026.06	0.5208	—	—	0.3307
MtsCID2026.06	0.5194	—	—	0.3296
AT2026.06	0.5186	—	—	0.3309
MtsCID2026.03	0.515	0.5	0.28	0.32
DualTF2026.03	0.496	0.544	0.311	0.308
ContraAD2026.03	0.438	0.533	0.298	0.297