模糊Vault方案的高效解码

Hoi Ting Poon, A. Miri
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引用次数: 9

摘要

提出了模糊保险库方案作为提高生物识别技术安全性的一种手段。然而,最初提出的Reed-Solomon (RS)解码算法并没有被很好地理解,CRC解码器作为一种替代方案被引入,在今天的文献中仍然是最受欢迎的。尽管它很简单,CRC解码器包含重大缺陷,这促使我们研究RS解码器的潜力。在本文中,我们讨论了RS码在模糊库中的作用,并详细介绍了最初设想的Berlekamp-Massey解码器。然而,由于模糊Vault中RS码字中的大量擦除导致解码器性能不佳,我们提出了一种基于欧几里得算法的替代解码器,该算法考虑了RS码的原始方法。我们的研究结果表明,RS解码器在保持信息理论安全性的同时,可以实现明显高于任何CRC解码器的解码速度,而这与计算能力的进步无关。我们还提出了对CRC解码器的改进,作为评估模糊保险库安全性的一种手段,并发现许多使用CRC解码的现有实现容易受到暴力攻击。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On efficient decoding for the Fuzzy Vault scheme
The Fuzzy Vault scheme was proposed as a means to improve the security of biometric technologies. However, the originally proposed Reed-Solomon (RS) decoding algorithm was not well understood and the CRC decoder, introduced as an alternative, remains the most popular in literature today. Despite its simplicity, CRC decoders contain significant flaws which motivate us to investigate the potential of RS decoders. In this paper, we discuss the role of RS codes in Fuzzy Vault and details a Berlekamp-Massey decoder as originally envisioned. However, due to the significant amount of erasures in a RS code word in Fuzzy Vault leading to poor decoder performance, we propose instead an alternate decoder based on the Euclidean algorithm, which considers the original approach to RS codes. Our results show that the RS decoder can achieve decoding speed significantly greater than any CRC decoders while maintaining information-theoretic security, which are independent of advances in computing power. We also propose an improvement to the CRC decoder as a means to evaluate the security of a Fuzzy Vault and found that many existing implementations using CRC decoding are vulnerable to brute-force attacks.
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