Discriminative learning in biometric...
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  • Discriminative learning in biometrics[electronic resource] /
  • 紀錄類型: 書目-電子資源 : Monograph/item
    杜威分類號: 570.15195
    書名/作者: Discriminative learning in biometrics/ by David Zhang, Yong Xu, Wangmeng Zuo.
    作者: Zhang, David.
    其他作者: Xu, Yong.
    出版者: Singapore : : Springer Singapore :, 2016.
    面頁冊數: xiii, 266 p. : : ill., digital ;; 24 cm.
    Contained By: Springer eBooks
    標題: Biometry.
    標題: Computer science.
    標題: Pattern perception.
    標題: Computer Science.
    標題: Biometrics.
    標題: Pattern Recognition.
    ISBN: 9789811020568
    ISBN: 9789811020551
    內容註: 1. Discriminative Learning in Biometrics -- 2. Metric Learning with Biometric Applications -- 3. Sparse Representation-based Classification for Biometric Recognition -- 4. Discriminative Features for Palmprint Authentication -- 5. Orientation Features and Distance Measure of Palmprint Authentication -- 6. Multifeature Palmprint Authentication -- 7. Discriminative Learning via Encouraging Virtual Face Images -- 8. Sparse Representation-based Methods for Face Recognition -- 9. Fusion Methodologies of Multiple Traits -- 10. Discussions and Future Work.
    摘要、提要註: 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.
    電子資源: http://dx.doi.org/10.1007/978-981-10-2056-8
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