A black-box adversarial attack strategy with adjustable sparsity and generalizability for deep image classifiers

•Presents a simple and efficient black-box adversarial attack strategy.•The adversarial perturbation can be dense or sparse.•Both universal and image dependent adversarial attack can be performed.•Employs a simple variant of Differential Evolution capable of optimizing the high dimensional problem under concern.