Discriminative Learning in Biometrics
暫譯: 生物識別中的判別學習
David Zhang, Yong Xu, Wangmeng Zuo
- 出版商: Springer
- 出版日期: 2016-11-04
- 售價: $4,510
- 貴賓價: 9.5 折 $4,285
- 語言: 英文
- 頁數: 266
- 裝訂: Hardcover
- ISBN: 9811020558
- ISBN-13: 9789811020551
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商品描述
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.
商品描述(中文翻譯)
這本專著描述了生物識別中辨別學習方法的最新進展。具體而言,它專注於三個代表性的方法類別:基於稀疏表示的分類、度量學習和辨別特徵表示,以及它們在掌紋驗證、臉部識別和多重生物識別中的應用。文中還提供了這些方法的理念、算法、實驗評估和基本原理,以便更好地理解這些方法。最後,討論了辨別生物識別領域中幾個有前景的研究方向。