Deep Learning in Biometrics
Editat de Mayank Vatsa, Richa Singh, Angshul Majumdaren Limba Engleză Paperback – 2 oct 2023
- 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.
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Specificații
ISBN-13: 9781032653105
ISBN-10: 1032653108
Pagini: 328
Dimensiuni: 156 x 234 mm
Greutate: 0.58 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Locul publicării:Boca Raton, United States
ISBN-10: 1032653108
Pagini: 328
Dimensiuni: 156 x 234 mm
Greutate: 0.58 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Locul publicării:Boca Raton, United States
Cuprins
Introduction to Deep Learning. Fast Deep Learning Architechtures. Multispectral Face Recognition with Deep Learning. Deep Matric Learning. Unconstrained Face Recognition with Deep Learning. 3D Face Processing with Deep Learning. Kinship Recognition with Deep Learning. Ocular Recognition with Deep Learning. Fingerprint Recognition with Deep Learning. Multispecteal iris Recognition with Deep Learning.
Notă biografică
Mayank Vatsa is an Associate Professor at IIIT New Delhi. He has authored more than 150 publications dealing with biometrics, image processing, machine learning and information fusion. He is a Senior Member of IEEE.
Richa Singh is an Associate Professor at IIIT New Delhi. She has authored over 100 publications on biometrics, patter recognition and machine learning in referred journals, book chapters and conferences.
Angshul Majumdar is an Assistant Professor at IIIT New Delhi. He is an active research in biomimetics and machine learning.
Richa Singh is an Associate Professor at IIIT New Delhi. She has authored over 100 publications on biometrics, patter recognition and machine learning in referred journals, book chapters and conferences.
Angshul Majumdar is an Assistant Professor at IIIT New Delhi. He is an active research in biomimetics and machine learning.
Descriere
This book will cover all the topics in deep learning, namely convolutional neural networks, deep belief network and stacked autoenders. The focus will be on the application of these techniques to various biometric modalities: face, iris, palmprint, and fingerprints.