Information Theory Tools for Image Processing (Paperback)
暫譯: 影像處理的資訊理論工具 (平裝本)

Miquel Feixas, Anton Bardera, Jaume Rigau, Qing Xu, Mateu Sbert

  • 出版商: Morgan & Claypool
  • 出版日期: 2014-03-01
  • 售價: $2,200
  • 貴賓價: 9.5$2,090
  • 語言: 英文
  • 頁數: 164
  • 裝訂: Paperback
  • ISBN: 1627053611
  • ISBN-13: 9781627053617
  • 立即出貨 (庫存=1)

商品描述

Information Theory (IT) tools, widely used in many scientific fields such as engineering, physics, genetics, neuroscience, and many others, are also useful transversal tools in image processing. In this book, we present the basic concepts of IT and how they have been used in the image processing areas of registration, segmentation, video processing, and computational aesthetics. Some of the approaches presented, such as the application of mutual information to registration, are the state of the art in the field. All techniques presented in this book have been previously published in peer-reviewed conference proceedings or international journals. We have stressed here their common aspects, and presented them in an unified way, so to make clear to the reader which problems IT tools can help to solve, which specific tools to use, and how to apply them. The IT basics are presented so as to be self-contained in the book. The intended audiences are students and practitioners of image processing and related areas such as computer graphics and visualization. In addition, students and practitioners of IT will be interested in knowing about these applications.

Table of Contents: Preface / Acknowledgments / Information Theory Basics / Image Registration / Image Segmentation / Video Key Frame Selection / Informational Aesthetics Measures / Bibliography / Authors' Biographies

商品描述(中文翻譯)

資訊理論(Information Theory, IT)工具廣泛應用於許多科學領域,如工程、物理學、遺傳學、神經科學等,並且在影像處理中也是有用的橫向工具。在本書中,我們介紹了資訊理論的基本概念,以及它們在影像處理領域中的應用,包括影像配準、分割、視頻處理和計算美學。某些方法,例如將互信息應用於配準,已經是該領域的最先進技術。本書中介紹的所有技術均已在經過同行評審的會議論文或國際期刊上發表。我們在此強調它們的共同特點,並以統一的方式呈現,以便讓讀者清楚了解資訊理論工具可以幫助解決哪些問題、使用哪些特定工具以及如何應用它們。資訊理論的基本知識在書中以自足的方式呈現。目標讀者為影像處理及相關領域(如計算機圖形學和可視化)的學生和從業者。此外,資訊理論的學生和從業者也會對這些應用感興趣。

目錄:前言 / 致謝 / 資訊理論基礎 / 影像配準 / 影像分割 / 視頻關鍵幀選擇 / 資訊美學度量 / 參考文獻 / 作者簡介