Backdoor attacks against deep image compression via adaptive frequency trigger

• المؤلفون الرئيسيون: Yu, Yi, Wang, Yufei, Yang, Wenhan, Lu, Shijian, Tan, Yap Peng, Kot, Alex Chichung
• مؤلفون آخرون: Interdisciplinary Graduate School (IGS)
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2023
• الموضوعات: Engineering::Computer science and engineering; Image Compression; Signal Processing
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/168045; https://cvpr2023.thecvf.com/Conferences/2023
• المؤسسة: 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...