Digital Image Processing and Analysis: Computer Vision and Image Analysis

Umbaugh, Scott E.

  • 出版商: CRC
  • 出版日期: 2024-10-04
  • 售價: $2,370
  • 貴賓價: 9.5$2,252
  • 語言: 英文
  • 頁數: 420
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032117087
  • ISBN-13: 9781032117089
  • 相關分類: 數位影像處理 Digital-imageComputer Vision
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Computer Vision and Image Analysis, focuses on techniques and methods for image analysis and their use in the development of computer vison applications. The field is advancing at an ever increasing pace, with applications ranging from medical diagnostics to space exploration. The diversity of applications is one of the driving forces that make it such an exciting field to be involved in for the 21st century. This book presents a unique engineering approach to the practice of computer vision and image analysis, which starts by presenting a global model to help gain an understanding of the overall process, followed by a breakdown and explanation of each individual topic. Topics are presented as they become necessary for understanding the practical imaging model under study, which provides the reader with the motivation to learn about and use the tools and methods being explored.

The book includes chapters on image systems and software, image analysis, edge, line and shape detection, image segmentation, feature extraction and pattern classification. Numerous examples, including over 500 color images are used to illustrate the concepts discussed. Readers can explore their own application development with any programming languages, including C/C++, MATLAB(R), Python, and R, and software is provided for both the Windows/C/C++ and MATLAB(R)environments.

The book can be used by the academic community in teaching and research, with over 700 PowerPoint Slides and a complete Solutions Manual to the over 150 included problems. It can also be used for self-study by those involved with developing computer vision applications, whether they are engineers, scientists or artists. The new edition has been extensively updated and includes numerous problems and programming exercises that will help the reader and student to develop their skills.

商品描述(中文翻譯)

《電腦視覺與影像分析》專注於影像分析的技術和方法,以及它們在電腦視覺應用開發中的使用。這個領域正以日益加快的速度發展,應用範圍從醫療診斷到太空探索。應用的多樣性是使這個領域在21世紀中如此令人興奮的驅動力之一。本書提出了一種獨特的工程方法來實踐電腦視覺和影像分析,首先介紹一個全球模型,以幫助理解整體過程,然後對每個單獨主題進行分解和解釋。主題的呈現是根據理解所研究的實際影像模型的需要,這為讀者提供了學習和使用所探討的工具和方法的動機。

本書包括影像系統和軟體、影像分析、邊緣、線條和形狀檢測、影像分割、特徵提取和模式分類等章節。書中使用了超過500幅彩色影像的眾多範例來說明所討論的概念。讀者可以使用任何程式語言(包括 C/C++、MATLAB(R)、Python 和 R)探索自己的應用開發,並提供適用於 Windows/C/C++ 和 MATLAB(R) 環境的軟體。

本書可供學術界在教學和研究中使用,附有超過700張 PowerPoint 幻燈片和針對150個問題的完整解答手冊。它也可供從事電腦視覺應用開發的工程師、科學家或藝術家進行自學使用。新版本已進行廣泛更新,並包含眾多問題和程式設計練習,將幫助讀者和學生提升他們的技能。

作者簡介

Dr. Scott E Umbaugh is a distinguished research professor of Electrical and Computer Engineering and Graduate Program director for the Department of Electrical and Computer Engineering at Southern Illinois University Edwardsville (SIUE). He is also the director of the Computer Vision and Image Processing (CVIP) Laboratory at SIUE. He has been teaching computer vision and image processing, as well as computer and electrical engineering design, for over 30 years. His professional interests include computer vision and image processing education, research and development of both human and computer vision applications, and engineering design education.

Prior to his academic career, Dr. Umbaugh worked as a computer design engineer and project manager in the avionics and telephony industries. He has been a computer imaging consultant since 1986 and has provided consulting services for the aerospace, medical and manufacturing industries with projects ranging from automatic identification of defects in microdisplay chips to analysis of thermographic images for clinical diagnosis of brain disease. He has performed research and development for projects funded by the National Institutes of Health, the National Science Foundation and the U. S. Department of Defense.

Dr. Umbaugh is author or co-author of numerous technical papers, two edited books, and multiple editions of his textbooks on computer vison and image processing. His books are used at academic and research organizations throughout the world. He has served on editorial boards and as a reviewer for a variety of IEEE journals and has evaluated research monographs and textbooks in the imaging field.

Dr. Umbaugh received his B.S.E. degree with honors from Southern Illinois University Edwardsville in 1982, M.S.E.E. in 1987 and Ph.D. in 1990 from the Missouri University of Science and Technology, where he was a Chancellor's Fellow. He is a senior member of the Institute of Electrical and Electronic Engineers (IEEE), a member of Sigma Xi and the International Society for Optical Engineering (SPIE). Dr. Umbaugh is also the primary developer of the CVIPtools software package and the associated CVIP MATLAB Toolbox.

作者簡介(中文翻譯)

斯科特·E·昂巴(Dr. Scott E Umbaugh)是南伊利諾伊大學愛德華斯維爾分校(Southern Illinois University Edwardsville, SIUE)電機與計算機工程系的傑出研究教授及研究生項目主任。他同時也是該校計算機視覺與影像處理(Computer Vision and Image Processing, CVIP)實驗室的主任。昂巴教授在計算機視覺與影像處理以及計算機與電氣工程設計方面教學超過30年。他的專業興趣包括計算機視覺與影像處理教育、人類與計算機視覺應用的研究與開發,以及工程設計教育。

在學術生涯之前,昂巴博士曾在航空電子和電話行業擔任計算機設計工程師和專案經理。自1986年以來,他一直擔任計算機影像顧問,並為航空航天、醫療和製造業提供顧問服務,專案範圍從微顯示晶片的自動缺陷識別到用於臨床診斷腦部疾病的熱成像圖像分析。他曾為美國國立衛生研究院(National Institutes of Health)、國家科學基金會(National Science Foundation)和美國國防部(U.S. Department of Defense)資助的專案進行研究與開發。

昂巴博士是多篇技術論文的作者或合著者,並編輯了兩本書籍及多個版本的計算機視覺與影像處理教科書。他的書籍在全球的學術和研究機構中被廣泛使用。他曾擔任多種IEEE期刊的編輯委員會成員及審稿人,並評估過影像領域的研究專著和教科書。

昂巴博士於1982年以優異成績獲得南伊利諾伊大學愛德華斯維爾分校的工學士學位,1987年獲得電機工程碩士學位,1990年獲得密蘇里科技大學的博士學位,並曾擔任校長獎學金獲得者。他是電氣與電子工程師學會(Institute of Electrical and Electronic Engineers, IEEE)的資深會員,也是Sigma Xi和國際光學工程學會(International Society for Optical Engineering, SPIE)的成員。昂巴博士同時也是CVIPtools軟體包及相關CVIP MATLAB工具箱的主要開發者。