no code implementations • USENIX Security Symposium 2019 • Qixue Xiao, Yufei Chen, Chao Shen, Yu Chen, Kang Li
We also present an algorithm that can successfully enable attacks against famous cloud-based image services (such as those from Microsoft Azure, Aliyun, Baidu, and Tencent) and cause obvious misclassification effects, even when the details of image processing (such as the exact scaling algorithm and scale dimension parameters) are hidden in the cloud.
no code implementations • 21 Dec 2017 • Qixue Xiao, Kang Li, Deyue Zhang, Yier Jin
This paper presents a downscaling attack that targets the data scaling process in deep learning applications.