Visualization and Processing of Higher Order Descriptors for Multi-Valued Data (Mathematics and Visualization)
暫譯: 多值數據的高階描述符可視化與處理(數學與可視化)

  • 出版商: Springer
  • 出版日期: 2015-07-28
  • 售價: $4,510
  • 貴賓價: 9.5$4,285
  • 語言: 英文
  • 頁數: 383
  • 裝訂: Hardcover
  • ISBN: 3319150898
  • ISBN-13: 9783319150895
  • 海外代購書籍(需單獨結帳)

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商品描述

Modern imaging techniques and computational simulations yield complex multi-valued data that require higher-order mathematical descriptors. This book addresses topics of importance when dealing with such data, including frameworks for image processing, visualization and statistical analysis of higher-order descriptors. It also provides examples of the successful use of higher-order descriptors in specific applications and a glimpse of the next generation of diffusion MRI. To do so, it combines contributions on new developments, current challenges in this area and state-of-the-art surveys.

Compared to the increasing importance of higher-order descriptors in a range of applications, tools for analysis and processing are still relatively hard to come by. Even though application areas such as medical imaging, fluid dynamics and structural mechanics are very different in nature they face many shared challenges. This book provides an interdisciplinary perspective on this topic with contributions from key researchers in disciplines ranging from visualization and image processing to applications. It is based on the 5th Dagstuhl seminar on Visualization and Processing of Higher Order Descriptors for Multi-Valued Data.

This book will appeal to scientists who are working to develop new analysis methods in the areas of image processing and visualization, as well as those who work with applications that generate higher-order data or could benefit from higher-order models and are searching for novel analytical tools.

商品描述(中文翻譯)

現代影像技術和計算模擬產生複雜的多值數據,這些數據需要高階數學描述符。本書探討處理此類數據時的重要主題,包括影像處理、可視化和高階描述符的統計分析框架。它還提供了高階描述符在特定應用中的成功使用範例,以及下一代擴散磁共振成像(diffusion MRI)的前景。為此,本書結合了有關新發展、當前挑戰和最先進調查的貢獻。

與高階描述符在各種應用中的日益重要性相比,分析和處理的工具仍然相對難以獲得。儘管醫學影像、流體動力學和結構力學等應用領域在性質上非常不同,但它們面臨著許多共同的挑戰。本書提供了這一主題的跨學科視角,匯集了來自可視化、影像處理到應用等領域的關鍵研究者的貢獻。該書基於第五屆Dagstuhl研討會,主題為多值數據的高階描述符的可視化和處理。

本書將吸引那些致力於在影像處理和可視化領域開發新分析方法的科學家,以及那些處理生成高階數據的應用或可能受益於高階模型並尋求新穎分析工具的人士。

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