Discriminative Learning in Biometrics

by David Zhang, Yong Xu, and Wangmeng Zuo

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This monograph describes the latest advances in discriminative learning methods for biometric recognition. Specifically, it focuses on three representative categories of methods: sparse representation-based classification, metric learning, and discriminative feature representation, together with their applications in palmprint authentication, face recognition and multi-biometrics. The ideas, algorithms, experimental evaluation and underlying rationales are also provided for a better understanding of these methods. Lastly, it discusses several promising research directions in the field of discriminative biometric recognition.
 
  • ISBN13 9789811095153
  • Publish Date 16 June 2018 (first published 4 November 2016)
  • Publish Status Active
  • Publish Country SG
  • Imprint Springer Verlag, Singapore
  • Edition Softcover reprint of the original 1st ed. 2016
  • Format Paperback
  • Pages 266
  • Language English