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AI and Deep Learning in Biometric Security

2021-03-21 Computers
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Release : 2021-03-21
Genre : Computers
Kind : eBook
Book Rating : 626/5 ( reviews)

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Book Synopsis AI and Deep Learning in Biometric Security by : Gaurav Jaswal

Download or read book AI and Deep Learning in Biometric Security written by Gaurav Jaswal. This book was released on 2021-03-21. Available in PDF, EPUB and Kindle. Book excerpt: 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.

AI and Deep Learning in Biometric Security

2021-03-22 Technology & Engineering
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Release : 2021-03-22
Genre : Technology & Engineering
Kind : eBook
Book Rating : 669/5 ( reviews)

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Book Synopsis AI and Deep Learning in Biometric Security by : Gaurav Jaswal

Download or read book AI and Deep Learning in Biometric Security written by Gaurav Jaswal. This book was released on 2021-03-22. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Deep Learning in Biometrics

2018-03-05 Computers
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Release : 2018-03-05
Genre : Computers
Kind : eBook
Book Rating : 990/5 ( reviews)

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Book Synopsis Deep Learning in Biometrics by : Mayank Vatsa

Download or read book Deep Learning in Biometrics written by Mayank Vatsa. This book was released on 2018-03-05. Available in PDF, EPUB and Kindle. Book excerpt: Deep Learning is now synonymous with applied machine learning. Many technology giants (e.g. Google, Microsoft, Apple, IBM) as well as start-ups are focusing on deep learning-based techniques for data analytics and artificial intelligence. This technology applies quite strongly to biometrics. This book covers topics in deep learning, namely convolutional neural networks, deep belief network and stacked autoencoders. The focus is also on the application of these techniques to various biometric modalities: face, iris, palmprint, and fingerprints, while examining the future trends in deep learning and biometric research. Contains chapters written by authors who are leading researchers in biometrics. Presents a comprehensive overview on the internal mechanisms of deep learning. Discusses the latest developments in biometric research. Examines future trends in deep learning and biometric research. Provides extensive references at the end of each chapter to enhance further study.

Deep Learning for Biometrics

2017-08-01 Computers
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Release : 2017-08-01
Genre : Computers
Kind : eBook
Book Rating : 579/5 ( reviews)

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Book Synopsis Deep Learning for Biometrics by : Bir Bhanu

Download or read book Deep Learning for Biometrics written by Bir Bhanu. This book was released on 2017-08-01. Available in PDF, EPUB and Kindle. Book excerpt: This timely text/reference presents a broad overview of advanced deep learning architectures for learning effective feature representation for perceptual and biometrics-related tasks. The text offers a showcase of cutting-edge research on the use of convolutional neural networks (CNN) in face, iris, fingerprint, and vascular biometric systems, in addition to surveillance systems that use soft biometrics. Issues of biometrics security are also examined. Topics and features: addresses the application of deep learning to enhance the performance of biometrics identification across a wide range of different biometrics modalities; revisits deep learning for face biometrics, offering insights from neuroimaging, and provides comparison with popular CNN-based architectures for face recognition; examines deep learning for state-of-the-art latent fingerprint and finger-vein recognition, as well as iris recognition; discusses deep learning for soft biometrics, including approaches for gesture-based identification, gender classification, and tattoo recognition; investigates deep learning for biometrics security, covering biometrics template protection methods, and liveness detection to protect against fake biometrics samples; presents contributions from a global selection of pre-eminent experts in the field representing academia, industry and government laboratories. Providing both an accessible introduction to the practical applications of deep learning in biometrics, and a comprehensive coverage of the entire spectrum of biometric modalities, this authoritative volume will be of great interest to all researchers, practitioners and students involved in related areas of computer vision, pattern recognition and machine learning.

AI Based Advancements in Biometrics and its Applications

2024-11-15 Computers
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Release : 2024-11-15
Genre : Computers
Kind : eBook
Book Rating : 617/5 ( reviews)

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Book Synopsis AI Based Advancements in Biometrics and its Applications by : Balasubramaniam S

Download or read book AI Based Advancements in Biometrics and its Applications written by Balasubramaniam S. This book was released on 2024-11-15. Available in PDF, EPUB and Kindle. Book excerpt: This book delves into the history of biometrics, the different systems that have been developed to date, problems that have arisen from these systems, the necessity of AI-based biometrics systems, different AI techniques developed to date (including machine learning, deep learning, natural language processing, and pattern recognition), their potential uses and applications, security and privacy issues in AI-based Biometric systems, current trends in AI-based biometrics, and presents case studies of AI-based biometrics.

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