Constructive Noise Defeats Adversarial Noise: Adversarial Example Detection for Commercial DNN Services

Meng Shen (Beijing Institute of Technology), Jiangyuan Bi (Beijing Institute of Technology), Hao Yu (National University of Defense Technology), Zhenming Bai (Beijing Institute of Technology), Wei Wang (Xi'an Jiaotong University), Liehuang Zhu (Beijing Institute of Technology)