Download e-book for kindle: Deep Learning for Biometrics (Advances in Computer Vision by Bir Bhanu,Ajay Kumar

This well timed text/reference offers a huge evaluate of complicated deep studying architectures for studying powerful function illustration for perceptual and biometrics-related projects. The textual content bargains a show off of state-of-the-art study at the use of convolutional neural networks (CNN) in face, iris, fingerprint, and vascular biometric structures, as well as surveillance structures that use tender biometrics. problems with biometrics defense also are examined.

Topics and lines: addresses the applying of deep studying to reinforce the functionality of biometrics id throughout quite a lot of diverse biometrics modalities; revisits  deep studying for face biometrics, delivering insights from neuroimaging, and offers comparability with well known CNN-based architectures for face acceptance; examines deep studying for state of the art latent fingerprint and finger-vein reputation, in addition to iris attractiveness; discusses deep studying for gentle biometrics, together with methods for gesture-based identity, gender category, and tattoo popularity; investigates deep studying for biometrics safeguard, protecting biometrics template defense tools, and liveness detection to guard opposed to faux biometrics samples; provides contributions from an international number of pre-eminent specialists within the box representing academia, and executive laboratories.

Providing either an obtainable advent to the sensible purposes of deep studying in biometrics, and a accomplished assurance of the complete spectrum of biometric modalities, this authoritative quantity may be of significant curiosity to all researchers, practitioners and scholars fascinated by similar parts of computing device imaginative and prescient, trend acceptance and laptop learning.