Out-of-Distribution Detection on UCR Univariate

94.11Near-OOD AUROCHyperTF + Auxiliary Outlier Data

Evaluation results

Method
HyperTF + Auxiliary Outlier Data2026.05	94.11	12.56	99.31	1.92	95.24	12.43	93.19	14.81	99.58	1.16	99.97	0.12	99.45	1.13	79.14
HyperTF2026.05	93.94	12.91	99.13	2.42	94.63	13.61	93.91	13.53	99.48	1.34	99.95	0.19	99.4	1.41	82.53
SSD+ (w/ Maha++)2026.05	93.83	12.93	97.85	5.57	92.99	17.24	92.01	15.1	99.76	0.64	99.64	0.49	97.08	3.89	67.49
KNN+2026.05	93.14	14.45	96.5	8.88	91.49	24.16	93.82	14.46	99.69	0.89	99.7	0.49	96.12	5.2	67.49
CIDER2026.05	92.78	15.38	96.38	9.01	89.2	27.53	93.15	16.15	99.41	1.61	99.61	1.04	96.53	5.65	78.88
Center Loss2026.05	92.73	14.43	98.58	3.36	84.21	31.14	85.45	22.89	98.43	3.11	99.9	0.32	96.89	4.59	78.81
Mahalanobis2026.05	91.9	15.83	97.03	6.04	74.73	40.47	84.85	23.35	97.03	4.48	99.56	0.92	95.81	6.11	78.99
SimCLR+CE2026.05	91.44	18.37	96.31	9.23	66.03	51.27	88.86	23.92	98.71	3.97	99.03	2.76	94.82	8.86	72.16
MSP2026.05	54.45	66.99	55.69	60.69	43.38	79.75	42.22	78.48	70.01	45.49	38.82	78.51	49.87	67.16	78.99