通信学报2023，Vol.44Issue(11)：260-277,18.DOI:10.11959/j.issn.1000-436x.2023223
面向目标检测的对抗攻击与防御综述
Survey on adversarial attacks and defenses for object detection
摘要
Abstract
In response to recent developments in adversarial attacks and defenses for object detection,relevant terms and concepts associated with object detection and adversarial learning were first introduced.Subsequently,according to the evolution process of the methods,a comprehensive retrospective analysis was conducted on the research achievements in the realm of adversarial attacks and defense methods for object detection.Particularly,attack methods and defense strate-gies were categorized based on the attacker knowledge and the deep learning lifecycle.Furthermore,an in-depth analysis and discussion of the characteristics and relationships among different approaches were provided.Lastly,considering the strengths and limitations of existing research,the imminent challenges and directions were summarized for further explo-ration in adversarial attack and defense of object detection.关键词
目标检测/对抗攻击/对抗防御/鲁棒性/可转移性Key words
object detection/adversarial attacks/adversarial defenses/robustness/transferability分类
信息技术与安全科学引用本文复制引用
汪欣欣,陈晶,何琨,张子君,杜瑞颖,李瞧,佘计思..面向目标检测的对抗攻击与防御综述[J].通信学报,2023,44(11):260-277,18.基金项目
国家重点研发计划基金资助项目(No.2022YFB3102100) （No.2022YFB3102100）
中央高校基本科研业务费专项资金资助项目(No.2042022kf1195) （No.2042022kf1195）
国家自然科学基金资助项目(No.62076187,No.62172303) （No.62076187,No.62172303）
湖北省重点研发计划基金资助项目(No.2022BAA039) （No.2022BAA039）
山东省重点研发计划基金资助项目(No.2022CXPT055) The National Key Research and Development Program of China(No.2022YFB3102100),The Fundamental Research Funds for the Central Universities(No.2042022kf1195),The National Natural Science Foundation of China(No.62076187,No.62172303),The Key Research and Development Program of Hubei Province(No.2022BAA039),The Key Research and Devel-opment Program of Shandong Province(No.2022CXPT055) （No.2022CXPT055）
