Out-of-Distribution Detection on CIFAR-100 (FPR95 & AUROC vs SVHN, LSUN, iSUN, Textures, Places365) benchmark leaderboard · SOTA2 Research

Out-of-Distribution Detection on CIFAR-100 (FPR95 & AUROC vs SVHN, LSUN, iSUN, Textures, Places365)

22.44FPR95 (SVHN)Mahalanobis

Evaluation Results

Method	Links
Mahalanobis2023.02		22.44	95.67	68.9	86.3	23.07	94.2	31.38	89.28	62.39	79.39	92.66	61.39	50.14	84.37
KNN2023.02		23.96	93.99	70.98	73.37	76.34	76.69	70.88	78.58	37.75	87.48	95.2	59.7	62.52	78.3
ODIN2023.02		41.35	92.65	10.54	97.93	65.22	84.22	67.05	83.84	82.34	71.48	82.32	76.84	58.14	84.49
SHE2023.02		41.89	90.61	1.06	99.68	78.18	73.97	72.73	76.14	61.49	76.57	85.33	70.53	56.78	81.25
DICE2023.02		54.65	88.84	0.93	99.74	49.4	91.04	48.72	90.08	65.04	76.42	79.58	77.26	49.72	87.23
VRA+2023.02		62.64	88.7	19.82	96.33	28.44	95.47	28.72	95.18	40.62	91.57	79.78	76.42	43.34	90.61
VRA2023.02		70.91	87.46	10.73	98.04	38.52	93.49	38.53	93.42	47.64	90.17	76.39	78.66	47.12	90.21
MSP2023.02		81.7	75.4	60.49	85.6	85.24	69.18	85.99	70.17	84.79	71.48	82.55	74.31	80.13	74.36
ReAct2023.02		83.81	81.41	25.55	94.92	60.08	87.88	65.27	86.55	77.78	78.95	82.65	74.04	65.86	83.96
Energy2023.02		87.46	81.85	14.72	97.43	70.65	80.14	74.54	78.95	84.15	71.03	79.2	77.72	68.45	81.19