Search Results for author: Qixue Xiao

Found 2 papers, 0 papers with code

Seeing is Not Believing: Camouflage Attacks on Image Scaling Algorithms

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.

Data Poisoning Image Classification

Wolf in Sheep's Clothing - The Downscaling Attack Against Deep Learning Applications

no code implementations21 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.

Data Poisoning Image Classification

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