论文标题
攻击者对自动扬声器验证的看法：概述
The Attacker's Perspective on Automatic Speaker Verification: An Overview
论文作者
论文摘要
自动扬声器验证（ASV）系统的安全性受到各种欺骗攻击的损害。虽然过去已经研究了许多类型的非动力攻击（及其防御攻击），但攻击者对ASV的看法代表了探索方向的范围要小得多。它可能有助于识别ASV系统的最弱部分，并用于开发攻击者感知的系统。我们通过关注对ASV的对抗性攻击，欺骗对策或两者兼而有之的潜在威胁，概述了这个新兴研究领域的概述。我们通过讨论选定的攻击和从这种知识中利用来提高针对对抗性攻击的防御机制的讨论来结束研究。
Security of automatic speaker verification (ASV) systems is compromised by various spoofing attacks. While many types of non-proactive attacks (and their defenses) have been studied in the past, attacker's perspective on ASV, represents a far less explored direction. It can potentially help to identify the weakest parts of ASV systems and be used to develop attacker-aware systems. We present an overview on this emerging research area by focusing on potential threats of adversarial attacks on ASV, spoofing countermeasures, or both. We conclude the study with discussion on selected attacks and leveraging from such knowledge to improve defense mechanisms against adversarial attacks.
