热激活双模态对抗服饰对抗AI监控系统
Thermally Activated Dual-Modal Adversarial Clothing against AI Surveillance Systems
把对抗补丁从可见光扩展到可见光+红外双模态，并用热致变色材料实现「按需激活」的物理隐身衣；对做物理对抗攻击、行人检测鲁棒性评测的人，它提供了一个可复现的跨模态攻击载体与真实场景成功率评测设定。
原文依据 allowing the wearer to effectively evade detection across both visible and infrared modalities
摘要译文
由模型翻译 · 术语统一 · 请对照原文核对关键结论对抗补丁已成为一种流行的隐私保护手段，用于抵抗AI驱动的监控系统。然而，其显眼的外观使其难以在真实场景中部署。本文提出一种热激活对抗可穿戴装置，旨在确保其在复杂真实环境中的适应性与有效性。该系统将热致变色染料与柔性加热单元集成，在衣物表面诱导出视觉上动态变化的对抗图案。在默认状态下，该衣物外观为普通黑色T恤。通过内置加热单元加热后，织物上隐藏的对抗图案被激活，使穿着者能够在可见光与红外两种模态下有效逃避检测。物理实验表明，该对抗可穿戴装置可在50秒内快速激活纹理，并在多种真实监控环境中保持超过80%的对抗成功率。本工作展示了一条通向物理落地、用户可控的反AI系统的新路径，凸显了在AI监控无处不在的时代，主动对抗技术在隐私保护方面日益增长的重要性。
英文原文摘要 1233 字符
Adversarial patches have emerged as a popular privacy-preserving approach for resisting AI-driven surveillance systems. However, their conspicuous appearance makes them difficult to deploy in real-world scenarios. In this paper, we propose a thermally activated adversarial wearable designed to ensure adaptability and effectiveness in complex real-world environments. The system integrates thermochromic dyes with flexible heating units to induce visually dynamic adversarial patterns on clothing surfaces. In its default state, the clothing appears as an ordinary black T-shirt. Upon heating via an embedded thermal unit, hidden adversarial patterns on the fabric are activated, allowing the wearer to effectively evade detection across both visible and infrared modalities. Physical experiments demonstrate that the adversarial wearable achieves rapid texture activation within 50 seconds and maintains an adversarial success rate above 80% across diverse real-world surveillance environments. This work demonstrates a new pathway toward physically grounded, user-controllable anti-AI systems, highlighting the growing importance of proactive adversarial techniques for privacy protection in the age of ubiquitous AI surveillance.