利用虚拟形象视角远程窃取VR/MR用户输入的按键信息
GAZEploit: Remote Keystroke Inference Attack by Gaze Estimation from Avatar Views in VR/MR Devices
- 通过虚拟形象视角推断眼球轨迹,实现远程按键推测
- 30人测试中准确率超80%,可攻破密码、邮件等敏感输入
- 15款热门苹果应用存在漏洞,适合关注隐私安全的研究者
虚拟现实(VR)与混合现实(MR)设备日益普及,高端型号如Apple Vision Pro已广泛采用基于眼动的输入方式,提升了交互体验并缓解了传统通过手势、头部动作或声学侧信道的按键攻击。然而,这一进步反而催生了新型更隐蔽的网络威胁——GAZEploit。本文揭示了一种基于眼动追踪的远程攻击方法,利用VR应用中普遍存在的虚拟形象特性,从视角数据中远程推断眼球位置,进而窃取用户在消息、密码、网址、电子邮件和验证码等多种场景下的敏感输入信息。研究对30名参与者进行测试,实现了超过80%的按键推断准确率。令人担忧的是,我们发现超过15款苹果商店高评分应用存在此漏洞,凸显出对先进VR/MR文本输入方式加强安全防护的紧迫性。
原文摘要 · Abstract (English)
The advent and growing popularity of Virtual Reality (VR) and Mixed Reality (MR) solutions have revolutionized the way we interact with digital platforms. The cutting-edge gaze-controlled typing methods, now prevalent in high-end models of these devices, e.g., Apple Vision Pro, have not only improved user experience but also mitigated traditional keystroke inference attacks that relied on hand gestures, head movements and acoustic side-channels. However, this advancement has paradoxically given birth to a new, potentially more insidious cyber threat, GAZEploit. In this paper, we unveil GAZEploit, a novel eye-tracking based attack specifically designed to exploit these eye-tracking information by leveraging the common use of virtual appearances in VR applications. This widespread usage significantly enhances the practicality and feasibility of our attack compared to existing methods. GAZEploit takes advantage of this vulnerability to remotely extract gaze estimations and steal sensitive keystroke information across various typing scenarios-including messages, passwords, URLs, emails, and passcodes. Our research, involving 30 participants, achieved over 80% accuracy in keystroke inference. Alarmingly, our study also identified over 15 top-rated apps in the Apple Store as vulnerable to the GAZEploit attack, emphasizing the urgent need for bolstered security measures for this state-of-the-art VR/MR text entry method.
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