Top Players

Model	Standard Accuracy	Perturbed Accuracy	Foundation Model-oriented Robustness	Replication
DAT	76.57 0.4%	52.57 64.8%	68.66 64.1%
DeepAug+AM	76.68 0.5%	42.60 34.6%	55.56 33.9%
Augmix	76.73 0.6%	38.89 23.4%	50.68 22.8%
DeepAug	76.26 --	33.24 6.5%	43.59 6.6%
ANT+SIN	76.26 --	31.09 0.1%	40.77 0.1%
ResNet50 baseline	76.26	30.59	40.11	--
ANT	76.26 --	30.61 1.2%	40.14 1.3%
SIN	76.24 0.02%	30.55 1.3%	40.07 1.3%