Visual Attributes (Advances in Computer Vision and Pattern Recognition)
暫譯: 視覺屬性(計算機視覺與模式識別進展)

  • 出版商: Springer
  • 出版日期: 2017-03-30
  • 售價: $4,200
  • 貴賓價: 9.5$3,990
  • 語言: 英文
  • 頁數: 364
  • 裝訂: Hardcover
  • ISBN: 3319500759
  • ISBN-13: 9783319500751
  • 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

This unique text/reference provides a detailed overview of the latest advances in machine learning and computer vision related to visual attributes, highlighting how this emerging field intersects with other disciplines, such as computational linguistics and human-machine interaction. Topics and features: presents attribute-based methods for zero-shot classification, learning using privileged information, and methods for multi-task attribute learning; describes the concept of relative attributes, and examines the effectiveness of modeling relative attributes in image search applications; reviews state-of-the-art methods for estimation of human attributes, and describes their use in a range of different applications; discusses attempts to build a vocabulary of visual attributes; explores the connections between visual attributes and natural language; provides contributions from an international selection of world-renowned scientists, covering both theoretical aspects and practical applications.

商品描述(中文翻譯)

這本獨特的文本/參考資料提供了有關視覺屬性最新進展的詳細概述,強調了這一新興領域如何與其他學科交叉,例如計算語言學和人機互動。主題和特點包括:提出基於屬性的方法以進行零樣本分類、使用特權信息進行學習,以及多任務屬性學習的方法;描述相對屬性的概念,並檢視在圖像搜索應用中建模相對屬性的有效性;回顧人類屬性估計的最先進方法,並描述其在各種不同應用中的使用;討論建立視覺屬性詞彙的嘗試;探索視覺屬性與自然語言之間的聯繫;提供來自國際知名科學家的貢獻,涵蓋理論方面和實際應用。

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