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Digital Image Processing (3rd Edition) - [美]Rafael C. Gonzalez, [美]Richard E. Woods

Digital Image Processing (3rd Edition)

[美]Rafael C. Gonzalez, [美]Richard E. Woods

出版社

Prentice Hall

出版时间

2007-08-31

ISBN

9780131687288

评分

★★★★★

标签

图像处理ImageProcessing计算机数字图像处理

书籍介绍
For courses in Image Processing and Computer Vision. Completely self-contained--and heavily illustrated--this introduction to basic concepts and methodologies for digital image processing is written at a level that truly is suitable for seniors and first-year graduate students in almost any technical discipline. The leading textbook in its field for more than twenty years, it continues its cutting-edge focus on contemporary developments in all mainstream areas of image processing--e.g., image fundamentals, image enhancement in the spatial and frequency domains, restoration, color image processing, wavelets, image compression, morphology, segmentation, image description, and the fundamentals of object recognition. It focuses on material that is fundamental and has a broad scope of application.
AI导读
核心看点
  • 图像处理领域经典教材，被誉为行业圣经
  • 涵盖空间域、频率域增强及图像分割等核心内容
  • 图文并茂，从基础概念到前沿技术全面解析
适合谁读
  • 计算机、电子工程及相关专业的高年级本科生
  • 数字图像处理、机器视觉领域的研究生及初学者
  • 希望深入理解深度学习底层原理的算法工程师
读前提醒
  • 强烈建议阅读英文原版，中译本翻译质量较差
  • 需具备微积分、线性代数及信号处理基础知识
  • 建议结合作者官网资源及Matlab代码辅助学习
读者共识
  • 内容权威且系统，是入门该领域的必读经典之作
  • 理论深度适中，但部分章节对新手而言难度较高
  • 配图极佳，有助于直观理解复杂的图像处理算法

本导读基于书籍简介、目录、原文摘录、短评和书评生成，不等同于全文精读。

精彩摘录
  • "去噪 亮度变换： varargin 变长输入 (f, varargin) 用nargchk检测变量输入 error(nargchk(2, 4, nargin)) nargin和nargout 判断图像的数组是什么格式的 用mat2gray转化成range [0, 1] if strcmp(class(f), 'double') & max(f(:)) > 1 & ... ~strcmp(varargin{1}, 'log') f = mat2gray(f); 不然转成double的方便操作 f = im2double(f); 反转图像 g = imcomplement(f) 使用对数变换减小动"
  • "The field of digital image processing refers to processing digital images by means of a digital computer"
  • "As a consequence, f(x,y) must be nonzero and finite; that is 0< f(x,y) < infinite"
  • "Incoming energy is transformed into a voltage by the combination of input electrical power and sensor material that is responsive to the particular type or energy being detected."
  • "The quality of a digital image is determined to a large degree by the number of samples and discrete intensity levels used in sampling and quantization."
  • "The section of the real plane spanned by the coordinates of an image is called the spatial domain, with x and y being referred to as spatial variables or spatial coordinates."
  • "f(x, y) is a digital image if (x, y) are integers from z2 and f is a function that assigns an intensity value to each distinct pair of coordinates(x, y)."
  • "This digitization process requires that decisions be made regarding the values for M, N, and for the number, L, of discrete intensity levels."
用户评论
读起来很舒服；2021/3/18始读。最好看第四版
通俗易懂，适合新手入门
怎么没人添加第四版啊，那就标注第三版吧。上课用的第三版，但我自己买了第四版。。。。。。。
Machine Vision
不是很懂但过了一遍，下面开始看和做 computer vision.
原版。里面关于各种filter的解说非常多，但是有一定门槛，不太适合新手。average, median, wiener, running median filter这里又有点啰嗦了，我觉得没有必要分这么细...处理sp, ga, spk noise在真实生活中其实没理论上那么复杂(虽然得到的准确率和blur程度可能不尽如人意)，反正就是该书有些理论上的地方写的有点深，却不够精，第一遍没明白也不用担心，不影响后面的实际操作。 @2019-11-14 20:13:15
图像处理基本功（补标：2013那个奋力 coding-from-scratch 的秋天）
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