Read e-book online Deep Learning for Biometrics (Advances in Computer Vision PDF

By Bir Bhanu,Ajay Kumar

ISBN-10: 3319616560

ISBN-13: 9783319616568

This well timed text/reference provides a huge evaluate of complex deep studying architectures for studying potent characteristic illustration for perceptual and biometrics-related projects. The textual content deals a exhibit of state-of-the-art examine at the use of convolutional neural networks (CNN) in face, iris, fingerprint, and vascular biometric platforms, as well as surveillance structures that use gentle biometrics. problems with biometrics safety also are examined.

Topics and lines: addresses the applying of deep studying to reinforce the functionality of biometrics id throughout quite a lot of assorted biometrics modalities; revisits  deep studying for face biometrics, supplying insights from neuroimaging, and offers comparability with renowned CNN-based architectures for face acceptance; examines deep studying for cutting-edge latent fingerprint and finger-vein reputation, in addition to iris attractiveness; discusses deep studying for smooth biometrics, together with ways for gesture-based id, gender type, and tattoo reputation; investigates deep studying for biometrics safeguard, protecting biometrics template defense equipment, and liveness detection to guard opposed to pretend biometrics samples; provides contributions from a world number of pre-eminent specialists within the box representing academia, and govt laboratories.

Providing either an obtainable creation to the sensible purposes of deep studying in biometrics, and a complete insurance of the whole spectrum of biometric modalities, this authoritative quantity can be of significant curiosity to all researchers, practitioners and scholars all for comparable components of computing device imaginative and prescient, development attractiveness and desktop learning.

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Deep Learning for Biometrics (Advances in Computer Vision and Pattern Recognition) by Bir Bhanu,Ajay Kumar

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