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Multi-Source OOD Detection on CIFAR-10, SVHN, and CIFAR-10-C

89.01OOD Accuracy

AHA

Updated 4d ago

Evaluation Results

Method	Links
AHA 2024.10		89.01	94.67	-	-
AHA 2024.10		89.01	94.67	0.08	99.99
SCONE 2024.10		84.69	94.65	-	-
SCONE 2024.10		84.69	94.65	0.08	99.99
Mixup 2024.10		79.17	93.3	97.33	18.78
SharpDRO 2024.10		79.03	94.91	21.24	96.14
IRM 2024.10		77.92	90.85	63.65	90.7
VREX 2024.10		76.9	91.35	55.92	91.22
EQRM 2024.10		75.71	92.93	51.86	90.92
MSP 2024.10		75.05	94.84	48.49	88.5
ODIN 2024.10		75.05	94.84	33.35	94.84
Energy 2024.10		75.05	94.84	35.59	90.96
Mahalanobis 2024.10		75.05	94.84	12.89	97.33
ViM 2024.10		75.05	94.84	21.95	93.7
KNN 2024.10		75.05	94.84	28.92	92.73
ASH 2024.10		75.05	94.84	40.76	90.16
ERM 2024.10		75.05	94.84	35.59	90.96
WOODS 2024.10		52.76	94.86	2.11	99.52
OE 2024.10		37.61	94.68	0.84	99.8
Energy (w. outlier) 2024.10		20.74	90.22	0.86	99.81
Graph-Spectral OOD 2024.09		0.8662	0.931	0.0013	0.9998
Scone 2024.09		0.8469	0.9465	0.1086	0.9784
Mixup 2024.09		0.7917	0.933	0.9733	0.1878
SharpDRO 2024.09		0.7903	0.9491	0.2124	0.9614
IRM 2024.09		0.7792	0.9085	0.6365	0.907
VREX 2024.09		0.769	0.9135	0.5592	0.9122
EQRM 2024.09		0.7571	0.9293	0.5186	0.9092
MSP 2024.09		0.7505	0.9484	0.4849	0.9189
ODIN 2024.09		0.7505	0.9484	0.3335	0.9196
Energy 2024.09		0.7505	0.9484	0.3559	0.9096
Mahalanobis 2024.09		0.7505	0.9484	0.1289	0.9762
ViM 2024.09		0.7505	0.9484	0.2195	0.9548
KNN 2024.09		0.7505	0.9484	0.2892	0.9571
ASH 2024.09		0.7505	0.9484	0.4076	0.9016
ERM 2024.09		0.7505	0.9484	0.3559	0.9096
Woods 2024.09		0.5276	0.9486	0.0211	0.9952
OE 2024.09		0.3761	0.9468	0.0084	0.998
Energy (w. outlier) 2024.09		0.2074	0.9022	0.0086	0.9981