Out-of-Distribution Detection on ImageNet (ID) vs ImageNet-O Categories (OoD) benchmark leaderboard · SOTA2 Research

Out-of-Distribution Detection on ImageNet (ID) vs ImageNet-O Categories (OoD)

0.57OoD Detection: CastleSketched Lanczos Uncertainty

Evaluation Results

Method
Sketched Lanczos Uncertainty2024.09	0.57	0.64	0.63	0.37	0.7	0.56	0.69	0.83
LLA-D2024.09	0.51	0.54	0.52	0.32	0.45	0.48	0.68	0.7
LE2024.09	0.51	0.58	0.62	0.41	0.59	0.47	0.67	0.8
LE-H2024.09	0.5	0.57	0.6	0.41	0.57	0.47	0.67	0.8
LLA2024.09	0.49	0.56	0.59	0.41	0.56	0.45	0.67	0.78
SWAG2024.09	0.46	0.54	0.55	0.52	0.44	0.36	0.64	0.72