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ResearchFormerly WizWand

Out-of-Distribution Detection on CIFAR-100 (test) (AUROC/FPR95 vs SVHN, PLACES365, LSUN, TEXTURES)

0.16FPR95 (SVHN)Medix

Evaluation results

Method	Links
Medix2025.10		0.16	99.96	15.99	95.23	0.13	99.98	0.83	99.83	8.02	97.79	5.42	98.96	73.33
WOODS2025.10		0.17	99.8	21.87	93.73	0.48	99.61	1.24	99.54	9.95	95.97	6.74	97.73	73.91
Energy (w/ OE)2025.10		2.71	99.34	34.82	90.05	3.27	99.18	2.54	99.23	30.16	94.76	14.7	96.51	72.76
OE2025.10		2.86	99.05	40.21	88.75	4.13	99.05	1.25	99.38	22.86	94.63	14.26	96.17	73.38
ASH2025.10		21.36	94.28	68.37	71.22	15.27	95.65	68.18	85.42	40.87	92.29	42.81	87.77	75.96
KNN+2025.10		32.21	93.74	68.3	75.31	40.37	86.13	44.86	88.88	46.26	87.4	46.4	86.29	73.78
Mahalanobis2025.10		57.52	86.01	88.83	67.87	91.18	69.69	21.23	96	39.39	90.57	59.63	82.03	75.96
CSI2025.10		64.7	84.97	82.25	73.63	38.1	92.52	91.55	63.42	74.7	92.66	70.26	81.44	69.9
KNN2025.10		66.38	83.76	79.17	71.91	70.96	83.71	77.83	78.85	88	67.19	76.47	77.08	75.96
ReAct2025.10		74.33	88.04	81.33	74.32	39.3	91.19	79.86	73.69	67.38	82.8	68.44	82.01	75.96
MSP2025.10		84.59	71.44	82.84	73.78	66.54	83.79	82.42	75.38	83.29	73.34	79.94	75.55	75.96
ODIN2025.10		84.66	67.26	87.88	71.63	55.55	87.73	71.96	81.82	79.27	73.45	75.86	76.38	75.96
Energy2025.10		85.82	73.99	80.56	75.44	35.32	93.53	79.47	79.23	79.41	76.28	72.12	79.69	75.96
DICE2025.10		88.35	72.58	81.61	75.07	26.77	94.74	80.21	78.5	76.29	76.07	70.65	79.39	75.96