Backdoor attacks against deep image compression via adaptive frequency trigger

• Main Authors: Yu, Yi, Wang, Yufei, Yang, Wenhan, Lu, Shijian, Tan, Yap Peng, Kot, Alex Chichung
• Other Authors: Interdisciplinary Graduate School (IGS)
• Format: Conference or Workshop Item
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Image Compression; Signal Processing
• Online Access: https://hdl.handle.net/10356/168045; https://cvpr2023.thecvf.com/Conferences/2023
• Institution: Nanyang Technological University

Recent deep-learning-based compression methods have achieved superior performance compared with traditional approaches. However, deep learning models have proven to be vulnerable to backdoor attacks, where some specific trigger patterns added to the input can lead to malicious behavior of the models...