arXiv:2504.14253cs.CV2025-04被引 6

为静脉识别设计可撤销模板,用彩色化增强隐私安全。

ColorVein: Colorful Cancelable Vein Biometrics

  • 通过交互式上色将灰度静脉图转为可控彩色特征
  • 在多种静脉数据集上实现媲美前沿的识别性能
  • 支持可撤销、不可逆、难关联,适合高安全场景

静脉识别技术已成为高安全身份认证系统的重要方案。然而,生物特征信息泄露仍严重威胁用户隐私与匿名性。目前尚无专门针对静脉生物特征的可撤销模板生成方法。本文提出一种创新的可撤销静脉生物特征生成方案:ColorVein。不同于以往方法,ColorVein不破坏原始生物特征,而是向灰度静脉图像引入额外颜色信息,通过交互式着色将静态灰度信息转化为动态可控的彩色表示,显著提升图像信息密度。用户或管理员可通过编辑提示点的位置、数量和颜色,在伪随机颜色空间中生成受保护的可撤销模板。此外,我们提出一种新的安全中心损失函数,优化受保护特征提取模型的训练过程,有效增大注册用户与潜在冒名者之间的特征距离。最后,我们在所有类型的静脉生物特征上评估了ColorVein的性能,包括识别精度、不可关联性、不可逆性和可撤销性,并进行了安全与隐私分析。结果表明,ColorVein在性能上达到当前最优水平。

原文摘要 · Abstract (English)

Vein recognition technologies have become one of the primary solutions for high-security identification systems. However, the issue of biometric information leakage can still pose a serious threat to user privacy and anonymity. Currently, there is no cancelable biometric template generation scheme specifically designed for vein biometrics. Therefore, this paper proposes an innovative cancelable vein biometric generation scheme: ColorVein. Unlike previous cancelable template generation schemes, ColorVein does not destroy the original biometric features and introduces additional color information to grayscale vein images. This method significantly enhances the information density of vein images by transforming static grayscale information into dynamically controllable color representations through interactive colorization. ColorVein allows users/administrators to define a controllable pseudo-random color space for grayscale vein images by editing the position, number, and color of hint points, thereby generating protected cancelable templates. Additionally, we propose a new secure center loss to optimize the training process of the protected feature extraction model, effectively increasing the feature distance between enrolled users and any potential impostors. Finally, we evaluate ColorVein's performance on all types of vein biometrics, including recognition performance, unlinkability, irreversibility, and revocability, and conduct security and privacy analyses. ColorVein achieves competitive performance compared with state-of-the-art methods.

静脉识别可撤销生物特征隐私安全彩色化

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