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Updated: Jul 11, 2025

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Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
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统一的对抗补丁可见红外交叉模式攻击在物理世界中
IEEE transactions on pattern analysis and machine intelligence
|November 6, 2023
概括
研究人员开发了一种能够跨模态物理攻击的统一对抗补丁,同时避开可见和红外传感器. 这个补丁通过操纵形状特征来提高安全性,以实现强大的,现实世界的物体检测规避.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 网络安全 网络安全
背景情况:
- 基于深度神经网络 (DNN) 的对象探测器容易受到物理对抗攻击.
- 多模传感 (可见和红外) 用于加强对单模攻击的安全性.
- 现有的防御可能无法应对复杂的跨模式威胁.
研究的目的:
- 设计一个统一的对抗补丁,用于在可见和红外模式同时进行物理攻击.
- 调查跨模式物理攻击对多模式传感器系统的潜在风险.
- 为现实世界的场景开发强大的和可实施的对抗补丁.
主要方法:
- 一种新的边界限制形状优化方法,用于紧和光滑的补丁设计.
- 一种得分意识的代评估方法,以平衡跨模式的攻击有效性.
- 一个基于关联转换的增强策略,以提高角度稳定性.
主要成果:
- 统一的对抗补丁实现了超过80%的攻击成功率 (ASR) 对最先进的对象探测器.
- 在各种条件下 (角度,距离,场景) 在物理世界场景中表现出有效性.
- 在可见和红外传感器同时通过单个补丁成功逃避检测.
结论:
- 拟议的方法对多模式物体检测系统构成重大威胁.
- 开发的对抗补丁由于其稳定性和可实施性,可用于现实世界的部署.
- 强调需要采取先进的安全措施,以防复杂的跨模式对抗性攻击.
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