OOD Detection on CIFAR-10 (vs SVHN, LSUN, ISUN, Texture, Places365)

0.34FPR95 (SVHN)PALM

Evaluation Results

Method
PALM2026.05	0.34	99.91	1.11	99.65	34.07	95.17	10.48	98.29	28.81	94.8	14.96	97.57
DAL2023.11	0.8	99.65	0.9	99.46	1.7	99.34	2.3	99.14	7.65	97.45	2.68	99.01
Energy-OE2023.11	0.97	99.54	1	99.15	2.32	99.27	3.42	99.18	9.57	97.44	3.46	98.91
ATOM2023.11	1	99.59	0.61	99.53	2.15	99.4	2.52	99.1	7.93	97.27	2.84	98.97
POEM2023.11	1.2	99.53	0.8	99.1	1.47	99.26	2.93	99.13	7.65	97.35	2.81	98.87
EIHF2026.05	1.36	99.75	5.17	98.54	13.69	97.14	9.42	97.54	18.57	96.89	9.64	97.97
DPL2026.05	1.51	99.71	2.24	99.47	12.41	97.84	7.23	98.81	19.65	96.39	8.61	98.45
DOE2023.11	1.8	99.37	0.25	99.65	2	99.36	5.65	98.75	10.15	97.28	3.97	98.88
OE2023.11	2.36	99.27	1.15	99.68	2.48	99.34	5.35	98.88	11.99	97.23	4.67	98.88
SSD+2026.05	2.47	99.51	10.56	97.83	28.44	95.67	9.27	98.35	22.05	95.57	14.56	97.39
KNN+2026.05	2.7	99.61	7.89	98.01	24.56	96.21	10.11	97.43	23.05	94.88	13.66	97.23
CIDER2026.05	2.89	99.72	5.75	99.01	20.21	96.64	12.33	96.85	23.88	94.09	13.01	97.26
KNN+2023.11	3.28	99.33	2.24	98.9	17.85	95.65	10.87	97.72	30.63	94.98	12.97	97.32
NPOS2023.03	5.61	97.64	4.08	97.52	14.13	94.92	8.39	94.67	18.57	91.35	10.16	95.22
DRL2026.05	7.91	98.82	12.87	99.09	11.92	98.12	4.92	97.48	19.17	95.65	11.58	97.83
Mahalanobis2023.11	12.21	97.7	57.25	89.58	79.74	77.87	15.2	95.4	68.81	82.39	46.64	88.59
VOS2023.03	15.69	96.37	27.64	93.82	30.42	94.87	32.68	93.68	37.95	91.78	27.88	94.1
VOS2026.05	15.69	96.37	27.64	93.82	30.42	94.87	32.68	93.68	37.95	91.78	28.88	94.1
CSI2023.11	17.37	97.69	6.75	98.46	12.58	97.95	25.65	94.7	40	92.05	20.47	96.17
ODIN2023.03	20.93	95.55	7.26	98.53	33.17	94.65	56.4	86.21	63.04	86.57	36.16	92.3
ODIN2026.05	20.93	95.55	31.92	94.82	33.17	94.65	56.4	86.21	63.04	86.57	41.09	91.56
KNN2023.03	24.53	95.96	25.29	95.69	25.55	95.26	27.57	94.71	50.9	89.14	30.77	94.15
ViM2023.03	24.95	95.36	18.8	96.63	29.25	95.1	24.35	95.2	44.7	90.71	28.41	94.6
Vim2026.05	24.95	95.36	7.26	98.53	33.17	94.65	56.4	86.21	63.04	86.57	36.96	92.26
KNN2023.11	26.56	95.93	27.52	95.43	33.55	93.15	37.62	93.07	41.67	91.21	33.38	93.76
ASH2026.05	28.94	94.84	9.06	98.34	21.61	95.95	35.02	93.63	27.29	91.31	27.29	94.81
ASH2023.11	33.98	91.79	4.76	98.98	34.38	92.64	50.9	86.07	40.89	89.79	32.98	91.85
Free Energy2023.11	35.21	91.24	4.42	99.06	33.84	92.56	52.46	85.35	40.11	90.02	33.21	91.64
VOS2023.11	36.55	93.3	9.98	98.03	28.93	94.25	52.83	85.74	39.56	89.71	33.57	92.21
ReAct2026.05	48.16	92.32	18.09	96.91	20.35	95.59	96.51	47.41	37.25	93.13	34.25	94.09
MSP2023.11	48.89	91.97	25.53	96.49	56.44	89.86	59.68	88.42	60.19	88.36	50.15	91.02
Energy2023.03	54.41	91.22	10.19	98.05	27.52	95.59	55.23	89.37	42.77	91.02	38.02	93.05
Energy2026.05	54.41	91.22	23.45	96.14	27.52	95.59	55.23	89.37	42.77	91.02	40.68	92.67
MSP2023.03	59.66	91.25	45.21	93.8	54.57	92.12	66.45	88.5	62.46	88.64	57.67	90.86
MSP2026.05	59.66	91.25	51.93	92.73	54.57	92.12	66.45	88.5	62.46	88.64	59.01	90.65
GradNorm2023.03	80.86	81.41	53.87	88.39	60.32	88	71.66	80.79	80.71	72.57	69.49	82.23