Practical protection against video data leakage via universal adversarial head

作者：

Highlights：

• In consideration of privacy protection, we are the first to explore the universal attack against deep video hashing based on the UAH.

• We also consider the data-free scenario and propose a method to perform the universal attack without access to the original videos.

• We conduct extensive experiments to verify the effectiveness of our method under both white-box and black-box settings.

摘要

•In consideration of privacy protection, we are the first to explore the universal attack against deep video hashing based on the UAH.•We also consider the data-free scenario and propose a method to perform the universal attack without access to the original videos.•We conduct extensive experiments to verify the effectiveness of our method under both white-box and black-box settings.

论文关键词：Privacy protection,Video retrieval,Deep hashing,Adversarial attack

论文评审过程：Received 26 October 2021, Revised 21 April 2022, Accepted 3 June 2022, Available online 9 June 2022, Version of Record 11 June 2022.

论文官网地址：https://doi.org/10.1016/j.patcog.2022.108834