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ResearchFormerly WizWand

Perturbation Stability on ImageNet-P (test)

27.2Clean AccuracySIN

Evaluation results

Method	Links
SIN2019.12		27.2	53	50	57	72	51	62	43	53	57	53	55
AUGMIX+SIN2019.12		25.2	45	40	30	54	32	48	27	35	38	39	38.9
Patch Uniform2019.12		24.5	32	25	50	52	54	57	40	48	49	46	45.3
Standard2019.12		23.9	57	55	62	65	66	65	43	53	57	49	57.2
Random AA*2019.12		23.6	53	46	53	63	59	57	42	48	54	47	52.2
MaxBlur pool2019.12		23	52	51	59	63	57	64	34	43	49	40	51.2
AutoAugment* (AA)2019.12		22.8	50	45	57	68	63	53	40	44	50	46	51.7
AUGMIX2019.12		22.4	46	41	30	47	38	46	25	32	35	33	37.4