OccRob: Efficient SMT-Based Occlusion Robustness Verification of Deep Neural Networks

Xingwu Guo, Ziwei Zhou, Yueling Zhang +2

Occlusion is a prevalent and easily realizable semantic perturbation to deep neural networks (DNNs). It can fool a DNN into misclassifying an input image by occluding some segments…