Biomedical Image Analysis: Statistical and Variational Methods
暫譯: 生物醫學影像分析:統計與變分方法

Aly A. Farag

  • 出版商: Cambridge
  • 出版日期: 2014-12-15
  • 售價: $4,230
  • 貴賓價: 9.5$4,019
  • 語言: 英文
  • 頁數: 496
  • 裝訂: Hardcover
  • ISBN: 0521196795
  • ISBN-13: 9780521196796
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Ideal for classroom use and self-study, this book explains the implementation of the most effective modern methods in image analysis, covering segmentation, registration and visualisation, and focusing on the key theories, algorithms and applications that have emerged from recent progress in computer vision, imaging and computational biomedical science. Structured around five core building blocks - signals, systems, image formation and modality; stochastic models; computational geometry; level set methods; and tools and CAD models - it provides a solid overview of the field. Mathematical and statistical topics are presented in a straightforward manner, enabling the reader to gain a deep understanding of the subject without becoming entangled in mathematical complexities. Theory is connected to practical examples in x-ray, ultrasound, nuclear medicine, MRI and CT imaging, removing the abstract nature of the models and assisting reader understanding, whilst computer simulations, online course slides and a solution manual provide a complete instructor package.

商品描述(中文翻譯)

本書非常適合用於課堂教學和自學,解釋了圖像分析中最有效的現代方法的實施,涵蓋了分割、配準和可視化,並專注於最近在計算機視覺、成像和計算生物醫學科學中出現的關鍵理論、算法和應用。書中結構圍繞五個核心構建塊 - 信號、系統、圖像形成和模態;隨機模型;計算幾何;水平集方法;以及工具和CAD模型 - 提供了該領域的堅實概述。數學和統計主題以簡明的方式呈現,使讀者能夠深入理解該主題,而不會陷入數學的複雜性。理論與X光、超聲波、核醫學、MRI和CT成像中的實際例子相連接,消除了模型的抽象性,幫助讀者理解,同時計算機模擬、在線課程幻燈片和解決方案手冊提供了完整的教學包。