Person Re-Identification (Advances in Computer Vision and Pattern Recognition)
暫譯: 人物重識別(計算機視覺與模式識別進展)

  • 出版商: Springer
  • 出版日期: 2014-01-16
  • 售價: $4,510
  • 貴賓價: 9.5$4,285
  • 語言: 英文
  • 頁數: 445
  • 裝訂: Hardcover
  • ISBN: 1447162951
  • ISBN-13: 9781447162957
  • 相關分類: Computer Vision
  • 海外代購書籍(需單獨結帳)

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商品描述

The first book of its kind dedicated to the challenge of person re-identification, this text provides an in-depth, multidisciplinary discussion of recent developments and state-of-the-art methods. Features: introduces examples of robust feature representations, reviews salient feature weighting and selection mechanisms and examines the benefits of semantic attributes; describes how to segregate meaningful body parts from background clutter; examines the use of 3D depth images and contextual constraints derived from the visual appearance of a group; reviews approaches to feature transfer function and distance metric learning and discusses potential solutions to issues of data scalability and identity inference; investigates the limitations of existing benchmark datasets, presents strategies for camera topology inference and describes techniques for improving post-rank search efficiency; explores the design rationale and implementation considerations of building a practical re-identification system.

商品描述(中文翻譯)

本書是首部專門針對個人重新識別挑戰的著作,提供了對近期發展和最先進方法的深入、多學科討論。特色包括:介紹穩健特徵表示的範例,回顧顯著特徵加權和選擇機制,並檢視語義屬性的好處;描述如何將有意義的身體部位與背景雜亂分開;探討使用3D深度影像及從群體的視覺外觀衍生的上下文約束;回顧特徵轉移函數和距離度量學習的方法,並討論數據可擴展性和身份推斷問題的潛在解決方案;調查現有基準數據集的限制,提出相機拓撲推斷的策略,並描述提高後排名搜索效率的技術;探索建立實用重新識別系統的設計原則和實施考量。