为符合ICAO标准的身份证照片设计防伪水印技术,防止伪造和盗用。
Deep Data Hiding for ICAO-Compliant Face Images: A Survey
- 在符合ICAO标准的证件照中嵌入抗篡改数字水印
- 可持久验证身份真实性,突破传统活体检测时效限制
- 适合用于护照、电子旅行证、金融认证等高安全场景
ICAO合规人脸图像最初为安全生物识别护照设计,现广泛应用于边境管控、数字旅行凭证和金融服务等领域。其标准化虽促进全球互操作性,但也加剧了合成人脸和深度伪造的滥用风险,可能导致身份盗窃和证件非法共享。传统反欺诈手段如活体检测(PAD)仅适用于实时采集,无法提供事后的保护。本文综述数字水印与隐写术作为补充方案,将可验证的篡改痕迹直接嵌入图像,实现不破坏ICAO合规性的持久验证。首次系统分析当前主流技术,在标准约束下评估其有效性与局限性,揭示关键权衡,为真实世界身份系统中的安全部署提供指导。
原文摘要 · Abstract (English)
ICAO-compliant facial images, initially designed for secure biometric passports, are increasingly becoming central to identity verification in a wide range of application contexts, including border control, digital travel credentials, and financial services. While their standardization enables global interoperability, it also facilitates practices such as morphing and deepfakes, which can be exploited for harmful purposes like identity theft and illegal sharing of identity documents. Traditional countermeasures like Presentation Attack Detection (PAD) are limited to real-time capture and offer no post-capture protection. This survey paper investigates digital watermarking and steganography as complementary solutions that embed tamper-evident signals directly into the image, enabling persistent verification without compromising ICAO compliance. We provide the first comprehensive analysis of state-of-the-art techniques to evaluate the potential and drawbacks of the underlying approaches concerning the applications involving ICAO-compliant images and their suitability under standard constraints. We highlight key trade-offs, offering guidance for secure deployment in real-world identity systems.
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