Understanding-Oriented Multimedia Content Analysis (Springer Theses)
暫譯: 理解導向的多媒體內容分析(Springer 論文系列)
Zechao Li
- 出版商: Springer
- 出版日期: 2017-06-06
- 售價: $4,030
- 貴賓價: 9.5 折 $3,829
- 語言: 英文
- 頁數: 156
- 裝訂: Hardcover
- ISBN: 9811036888
- ISBN-13: 9789811036880
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商品描述
This book offers a systematic introduction to an understanding-oriented approach to multimedia content analysis. It integrates the visual understanding and learning models into a unified framework, within which the visual understanding guides the model learning while the learned models improve the visual understanding. More specifically, it discusses multimedia content representations and analysis including feature selection, feature extraction, image tagging, user-oriented tag recommendation and understanding-oriented multimedia applications. The book was nominated by the University of Chinese Academy of Sciences and China Computer Federation as an outstanding PhD thesis. By providing the fundamental technologies and state-of-the-art methods, it is a valuable resource for graduate students and researchers working in the field computer vision and machine learning.
商品描述(中文翻譯)
本書系統性地介紹了一種以理解為導向的多媒體內容分析方法。它將視覺理解和學習模型整合成一個統一的框架,在這個框架中,視覺理解指導模型學習,而學習到的模型則改善視覺理解。更具體地說,本書討論了多媒體內容的表示和分析,包括特徵選擇、特徵提取、圖像標記、以用戶為導向的標籤推薦以及以理解為導向的多媒體應用。本書被中國科學院大學和中國計算機學會提名為優秀博士論文。通過提供基本技術和最先進的方法,本書對於從事計算機視覺和機器學習領域的研究生和研究人員來說,是一個寶貴的資源。