Univariate time-series anomaly detection on TSB-AD U Eva benchmark leaderboard · SOTA2 Research

Univariate time-series anomaly detection on TSB-AD U Eva

58VUS-PRTSPulse + PAI

Evaluation Results

Method	Links
TSPulse + PAI2026.06		58	90	71	52	87	58
PaAno + PAI2026.06		58	93	75	55	90	58
TSPulse2026.06		54	87	67	48	84	54
PaAno2026.06		52	89	48	46	86	51
TSPulse + PAI2026.06		48	85	61	43	81	48
TS2Vec + PAI2026.06		47	87	67	45	83	48
KAN-AD2026.06		43	82	43	41	80	44
(Sub)-PCA2026.06		42	76	41	37	71	42
TSPulse2026.06		41	79	50	32	74	39
KShapeAD2026.06		40	76	40	35	74	39
DCdetector + PAI2026.06		39	81	66	38	76	43
magG+T22026.06		38	78	56	36	72	40
T2 q(t)2026.06		36	71	44	33	66	36
USAD2026.06		36	71	40	32	66	37
magG g(t)2026.06		34	76	61	34	70	38
DeepAnT2026.06		34	79	35	33	71	38
DADA2026.06		31	77	31	29	71	38
TimesNet2026.06		26	72	21	18	61	24
FITS2026.06		26	73	20	17	61	23
TS2Vec2026.06		19	62	60	19	54	25
DCdetector2026.06		10	55	13	6	48	11