Introduction to Biometrics (生物識別技術導論)
Jain, Anil K., Ross, Arun A., Nandakumar, Karthik
- 出版商: Springer
- 出版日期: 2024-10-30
- 售價: $3,290
- 貴賓價: 9.5 折 $3,126
- 語言: 英文
- 頁數: 405
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 303161674X
- ISBN-13: 9783031616747
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商品描述
This textbook introduces the fundamental concepts and techniques used in biometric recognition to students, practitioners, and non-experts in the field. Specifically, the book describes key methodologies used for sensing, feature extraction, and matching of commonly used biometric modalities such as fingerprint, face, iris, and voice. In addition, it presents techniques for fusion of biometric information to meet stringent accuracy requirements, also discussing various security issues and associated remedies involved in the deployment of biometric systems. Furthermore, this second edition captures the progress made in the field of biometric recognition, with highlights including:
- Lucid explanation of core biometric concepts (e.g., individuality and persistence), which builds a strong foundation for more in-depth study and research on biometrics
- A new chapter on deep neural networks that provides a primer to recent advancements in machine learning and computer vision
- Illustrative examples of how deep neural network models have contributed to the rapid evolution of biometrics in areas such as robust feature representation and synthetic biometric data generation
- A new chapter on speaker recognition, which introduces the readers to person recognition based on the human voice characteristics
- Presentation of emerging security threats such as deepfakes and adversarial attacks and sophisticated countermeasures such as presentation attack detection and template security
While this textbook has been designed for senior undergraduate students and first-year graduate students studying a course on biometrics, it is also a useful reference guide for biometric system designers, developers, and integrators.
商品描述(中文翻譯)
本教科書向學生、從業者及非專業人士介紹生物識別技術的基本概念和技術。具體而言,本書描述了用於感測、特徵提取和匹配常用生物識別模式(如指紋、面部、虹膜和聲音)的關鍵方法。此外,還介紹了融合生物識別信息的技術,以滿足嚴格的準確性要求,並討論了在部署生物識別系統中涉及的各種安全問題及其相關解決方案。此外,第二版捕捉了生物識別技術領域的進展,重點包括:
- 清晰解釋核心生物識別概念(例如,個體性和持久性),為更深入的生物識別研究和學習奠定堅實基礎
- 新增有關深度神經網絡的章節,提供機器學習和計算機視覺最新進展的入門介紹
- 舉例說明深度神經網絡模型如何促進生物識別在穩健特徵表示和合成生物識別數據生成等領域的快速發展
- 新增有關說話者識別的章節,介紹基於人聲特徵的個人識別
- 提出新興的安全威脅,如深偽技術和對抗性攻擊,以及複雜的對策,如呈現攻擊檢測和模板安全
雖然本教科書是為學習生物識別課程的高年級本科生和一年級研究生設計的,但對於生物識別系統的設計者、開發者和整合者來說,也是一本有用的參考指南。
作者簡介
Dr. Anil K. Jain is University Distinguished Professor and Douglas E. Zongker endowed professor at Michigan State University.
Dr. Arun Ross is Martin J. Vanderploeg Endowed Professor at Michigan State University.
Dr. Karthik Nandakumar is an Associate Professor of Computer Vision at Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI).
Thomas Swearingen is a Graduate Research Assistant at Michigan State University pursuing his Ph.D. in biometrics.
The authors' many publications include the Springer titles Selfie Biometrics: Advances and Challenges, Encyclopedia of Biometrics, Handbook of Face Recognition, Handbook of Fingerprint Recognition, Handbook of Biometrics, Handbook of Multibiometrics, and Biometric Systems: Technology, Design and Performance.
作者簡介(中文翻譯)
安尼爾·K·賈因博士是密西根州立大學的傑出教授及道格拉斯·E·宗克爾教授。
阿倫·羅斯博士是密西根州立大學的馬丁·J·范德普勒教授。
卡爾提克·南達庫馬爾博士是穆罕默德·賓·扎耶德人工智慧大學(MBZUAI)的計算機視覺副教授。
托馬斯·斯威林根是密西根州立大學的研究生研究助理,正在攻讀生物識別學的博士學位。
作者的多篇出版物包括Springer的書籍《Selfie Biometrics: Advances and Challenges》、《Encyclopedia of Biometrics》、《Handbook of Face Recognition》、《Handbook of Fingerprint Recognition》、《Handbook of Biometrics》、《Handbook of Multibiometrics》和《Biometric Systems: Technology, Design and Performance》。