Out-of-Distribution Detection on CIFAR-10 OpenOOD (test)

90.63AUROC (Near-OOD: CIFAR-100)Hierarchical Gaussian DPMM (Full)

Evaluation results

Method
Hierarchical Gaussian DPMM (Full)2025.02	90.63	—	—	—	—	—	—	—	—	—	—	—	—	—	93.5
VNS2026.02	89.97	39.48	30.27	16.78	19.68	23.44	31.74	26.9	92.39	95.94	94.43	93.9	92.17	93.13	—
RMDS2025.02	89.83	—	—	—	—	—	—	—	—	—	—	—	—	—	92.42
Hierarchical Gaussian DPMM (Tied)2025.02	89.83	—	—	—	—	—	—	—	—	—	—	—	—	—	92.42
KNN2026.02	89.73	37.62	30.38	20.04	22.62	24.06	30.38	27.52	91.56	94.26	92.67	93.16	91.77	92.19	—
FDBD2026.02	89.56	39.6	31.04	19.33	22.89	24.28	29.12	27.71	91.6	94.71	92.8	93.13	92.01	92.3	—
Hierarchical Gaussian DPMM (Diagonal)2025.02	89.14	—	—	—	—	—	—	—	—	—	—	—	—	—	90.86
RMDS++2026.02	88.83	41.11	31.27	21.99	23.6	24.6	28.64	28.53	90.68	92.99	92.61	92.15	91.36	91.44	—
Temp. Scale2025.02	88.43	—	—	—	—	—	—	—	—	—	—	—	—	—	91.84
MSP2025.02	88.36	—	—	—	—	—	—	—	—	—	—	—	—	—	91.8
Hierarchical Gaussian DPMM (Coupled Diag.)2025.02	88.3	—	—	—	—	—	—	—	—	—	—	—	—	—	90.7
NCI2026.02	87.84	52.47	42.92	28.93	31.71	27.58	35.64	36.54	89.5	92.08	90.67	91.97	90.36	90.43	—
GEN2026.02	87.21	58.77	48.57	23	28.14	40.73	47.06	41.05	89.2	93.83	91.97	90.14	89.46	90.3	—
MSP2026.02	87.19	53.1	43.26	23.64	25.81	34.96	42.47	37.04	88.87	92.63	91.46	89.89	88.92	89.83	—
IODIN2026.02	86.87	61.32	50.2	25.86	31.8	43.36	49.19	43.64	88.96	93.45	91.55	89.78	89.16	89.96	—
MDS2025.02	85.41	—	—	—	—	—	—	—	—	—	—	—	—	—	90.15
ADASCALE2026.02	82.69	78.93	74.89	42.2	59.97	74.75	65.9	66.11	85.16	91.57	87.32	85.61	87.49	86.64	—
SCALE2026.02	81.27	81.78	79.12	48.69	70.54	80.39	70.51	71.84	83.84	90.58	84.63	83.94	86.41	85.11	—
ASH2026.02	74.1	87.31	86.29	70	83.64	84.6	77.86	81.62	76.44	83.16	73.45	77.45	79.89	77.42	—