AI and Deep Learning in Biometric Security: Trends, Potential, and Challenges
暫譯: 生物識別安全中的人工智慧與深度學習：趨勢、潛力與挑戰

Jaswal, Gaurav, Kanhangad, Vivek, Ramachandra, Raghavendra

AI and Deep Learning in Biometric Security: Trends, Potential, and Challenges
  • 出版商: CRC
  • 出版日期: 2021-03-22
  • 售價: $6,760
  • 貴賓價: 9.5 折 $6,422
  • 語言: 英文
  • 頁數: 378
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 0367422441
  • ISBN-13: 9780367422448
  • 相關分類: 人工智慧、DeepLearning、資訊安全

    • 海外代購書籍(需單獨結帳)

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商品描述

This book provides an in-depth overview of artificial intelligence and deep learning approaches with case studies to solve problems associated with biometric security such as authentication, indexing, template protection, spoofing attack detection, ROI detection, gender classification etc.

This text highlights a showcase of cutting-edge research on the use of convolution neural networks, autoencoders, recurrent convolutional neural networks in face, hand, iris, gait, fingerprint, vein, and medical biometric traits. It also provides a step-by-step guide to understanding deep learning concepts for biometrics authentication approaches and presents an analysis of biometric images under various environmental conditions.

This book is sure to catch the attention of scholars, researchers, practitioners, and technology aspirants who are willing to research in the field of AI and biometric security.

商品描述(中文翻譯)

本書深入概述了人工智慧和深度學習方法，並通過案例研究解決與生物識別安全相關的問題，例如身份驗證、索引、模板保護、欺騙攻擊檢測、區域興趣檢測、性別分類等。

本書突顯了在面部、手部、虹膜、步態、指紋、靜脈和醫療生物特徵中使用卷積神經網絡、變分自編碼器、循環卷積神經網絡的前沿研究展示。它還提供了理解生物識別身份驗證方法的深度學習概念的逐步指南，並分析了在各種環境條件下的生物識別圖像。

本書必定會吸引學者、研究人員、實務工作者和有志於在人工智慧和生物識別安全領域進行研究的技術追求者的注意。

作者簡介

Dr. Gaurav Jaswal is currently working as Project Scientist, Electrical Engineering at National Agri-Food Biotechnology Institute Mohali. Prior to this, he was Research Associate, School of Computing and Electrical Engineering, Indian Institute of Technology Mandi, India. He received M.Tech and Ph.D degree in Electrical Engineering from National Institute of Technology Hamirpur in 2018. His research interests are in the areas of multimodal biometrics, biomedical signal processing and deep learning. He regularly reviews papers for various international journals including IEEE Transactions on Information Forensics and Security (TIFS), IEEE Transactions on Biometrics, Behavior, and Identity Science (T-BIOM), IET Biometrics. Dr. Vivek Kanhangad is currently working as Associate Professor, Department of Electrical Engineering, Indian Institute of Technology Indore since Feb, 2012. Prior to this, he was Visiting Assistant Professor, International Institute of Information Technology Bangalore (Jun 2010-Dec 2012). He received Ph.D. from the Hong Kong Polytechnic University in 2010. Prior to joining Hong Kong PolyU, he received M.Tech. degree in Electrical Engineering from Indian Institute of Technology Delhi, in 2006 and worked for Motorola India Electronics Ltd, Bangalore for a while. His research interests are in the overlapping areas of digital signal and image processing, pattern recognition with focus on biometrics and biomedical applications. He regularly reviews papers for various international journals including IEEE Transactions on Information Forensics and Security (TIFS), IEEE Transactions on Cybernetics, IEEE Transactions on Human-Machine Systems and Elsevier journals - Pattern Recognition and Pattern Recognition Letters. Dr. Raghavendra Ramachandra is currently working as a Professor in Department of Information Security and Communication Technology (IIK). He is member of Norwegian Biometrics Laboratory at NTNU Gjøvik. He received B.E (Electronics and Communication) from University of Mysore, India. M.Tech (Digital Electronics and Advance Communication Systems) from Visvesvaraya Technological University, India. Ph.D. (Computer Science with specialization of Pattern Recognition and Image Processing) from the University of Mysore, India and Telcom SudParis, France. His research interest includes Pattern Recognition, Image and video analytics, Biometrics, Human Behaviour Analysis, Video Surviellance, Health Biometrics, and Smartphone Authentication.

作者簡介(中文翻譯)

高拉夫·賈斯瓦爾博士目前擔任莫哈利國家農業食品生物技術研究所的電機工程專案科學家。在此之前，他是印度理工學院曼迪校區計算與電機工程學院的研究助理。他於2018年在哈米爾普爾國家技術學院獲得電機工程的碩士及博士學位。他的研究興趣包括多模態生物識別、生物醫學信號處理和深度學習。他定期為多個國際期刊審稿，包括《IEEE資訊取證與安全期刊》（TIFS）、《IEEE生物識別、行為與身份科學期刊》（T-BIOM）和《IET生物識別》。

維維克·卡漢加德博士自2012年2月以來擔任印度理工學院印多爾校區電機工程系的副教授。在此之前，他是班加羅爾國際資訊技術學院的訪問助理教授（2010年6月至2012年12月）。他於2010年在香港理工大學獲得博士學位。在加入香港理工大學之前，他於2006年在印度理工學院德里校區獲得電機工程的碩士學位，並在摩托羅拉印度電子有限公司班加羅爾工作過一段時間。他的研究興趣涵蓋數位信號與影像處理、模式識別，特別專注於生物識別和生物醫學應用。他定期為多個國際期刊審稿，包括《IEEE資訊取證與安全期刊》（TIFS）、《IEEE控制論期刊》、《IEEE人機系統期刊》和Elsevier期刊《模式識別》和《模式識別快報》。

拉哈維恩德拉·拉馬昌德拉博士目前擔任資訊安全與通信技術系（IIK）的教授。他是挪威科技大學Gjøvik校區生物識別實驗室的成員。他在印度邁索爾大學獲得電子與通信工程的學士學位，在印度維斯維斯瓦拉亞技術大學獲得數位電子與先進通信系統的碩士學位，在印度邁索爾大學和法國南巴黎電信大學獲得計算機科學（專攻模式識別與影像處理）的博士學位。他的研究興趣包括模式識別、影像與視頻分析、生物識別、人類行為分析、視頻監控、健康生物識別和智慧型手機身份驗證。

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