Practical Image and Video Processing Using MATLAB (Hardcover)

Up-to-date, technically accurate coverage of essential topics in image and video processing

This is the first book to combine image and video processing with a practical MATLAB®-oriented approach in order to demonstrate the most important image and video techniques and algorithms. Utilizing minimal math, the contents are presented in a clear, objective manner, emphasizing and encouraging experimentation.

The book has been organized into two parts. Part I: Image Processing begins with an overview of the field, then introduces the fundamental concepts, notation, and terminology associated with image representation and basic image processing operations. Next, it discusses MATLAB® and its Image Processing Toolbox with the start of a series of chapters with hands-on activities and step-by-step tutorials. These chapters cover image acquisition and digitization; arithmetic, logic, and geometric operations; point-based, histogram-based, and neighborhood-based image enhancement techniques; the Fourier Transform and relevant frequency-domain image filtering techniques; image restoration; mathematical morphology; edge detection techniques; image segmentation; image compression and coding; and feature extraction and representation.

Part II: Video Processing presents the main concepts and terminology associated with analog video signals and systems, as well as digital video formats and standards. It then describes the technically involved problem of standards conversion, discusses motion estimation and compensation techniques, shows how video sequences can be filtered, and concludes with an example of a solution to object detection and tracking in video sequences using MATLAB®.

Extra features of this book include:

More than 30 MATLAB® tutorials, which consist of step-by-step guides to exploring image and video processing techniques using MATLAB®

Chapters supported by figures, examples, illustrative problems, and exercises

Useful websites and an extensive list of bibliographical references

This accessible text is ideal for upper-level undergraduate and graduate students in digital image and video processing courses, as well as for engineers, researchers, software developers, practitioners, and anyone who wishes to learn about these increasingly popular topics on their own.

本書是第一本結合圖像和視頻處理的實用MATLAB導向方法的書籍，以提供最重要的圖像和視頻技術和算法的最新、技術準確的內容。本書以最少的數學內容，以清晰、客觀的方式呈現，強調並鼓勵實驗。

本書分為兩部分。第一部分：圖像處理首先概述了該領域，然後介紹了與圖像表示和基本圖像處理操作相關的基本概念、符號和術語。接下來，它討論了MATLAB及其圖像處理工具箱，並開始一系列具有實踐活動和逐步教程的章節。這些章節涵蓋了圖像獲取和數字化；算術、邏輯和幾何操作；基於點、基於直方圖和基於鄰域的圖像增強技術；傅立葉變換和相關的頻域圖像濾波技術；圖像恢復；數學形態學；邊緣檢測技術；圖像分割；圖像壓縮和編碼；以及特徵提取和表示。

第二部分：視頻處理介紹了與類比視頻信號和系統相關的主要概念和術語，以及數字視頻格式和標準。然後描述了標準轉換的技術問題，討論了運動估計和補償技術，展示了如何對視頻序列進行濾波，並以使用MATLAB的視頻序列中對象檢測和跟踪的解決方案為例。

本書的其他特點包括：
- 30多個MATLAB教程，逐步指導使用MATLAB探索圖像和視頻處理技術
- 以圖片、例子、說明性問題和練習支持的章節
- 有用的網站和廣泛的參考文獻列表

這本易於理解的教材非常適合高年級本科生和研究生的數字圖像和視頻處理課程，以及工程師、研究人員、軟件開發人員、從業人員和任何希望自學這些越來越受歡迎的主題的人。