An Interdisciplinary Introduction to Image Processing: Pixels, Numbers, and Programs (Hardcover)
暫譯: 跨學科影像處理入門:像素、數字與程式 (精裝版)

Steven L. Tanimoto

  • 出版商: MIT
  • 出版日期: 2012-05-04
  • 定價: $1,850
  • 售價: 8.0$1,480
  • 語言: 英文
  • 頁數: 544
  • 裝訂: Hardcover
  • ISBN: 0262017164
  • ISBN-13: 9780262017169
  • 相關分類: 程式語言Computer Graphics
  • 立即出貨 (庫存=1)

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商品描述

This book explores image processing from several perspectives: the creative, the theoretical (mainly mathematical), and the programmatical. It explains the basic principles of image processing, drawing on key concepts and techniques from mathematics, psychology of perception, computer science, and art, and introduces computer programming as a way to get more control over image processing operations. It does so without requiring college-level mathematics or prior programming experience. The content is supported by PixelMath, a freely available software program that helps the reader understand images as both visual and mathematical objects.

The first part of the book covers such topics as digital image representation, sampling, brightness and contrast, color models, geometric transformations, synthesizing images, stereograms, photomosaics, and fractals. The second part of the book introduces computer programming using an open-source version of the easy-to-learn Python language. It covers the basics of image analysis and pattern recognition, including edge detection, convolution, thresholding, contour representation, and K-nearest-neighbor classification. A chapter on computational photography explores such subjects as high-dynamic-range imaging, autofocusing, and methods for automatically inpainting to fill gaps or remove unwanted objects in a scene. Applications described include the design and implementation of an image-based game. The PixelMath software provides a "transparent" view of digital images by allowing the user to view the RGB values of pixels by zooming in on an image. PixelMath provides three interfaces: the pixel calculator; the formula page, an advanced extension of the calculator; and the Python window.

商品描述(中文翻譯)

這本書從幾個角度探討影像處理:創意、理論(主要是數學)和程式設計。它解釋了影像處理的基本原則,借鑒了數學、知覺心理學、計算機科學和藝術中的關鍵概念和技術,並介紹了計算機程式設計作為獲得更大控制權的方式來進行影像處理操作。這一切都不需要大學水平的數學或先前的程式設計經驗。內容由 PixelMath 支持,這是一款免費的軟體程序,幫助讀者理解影像作為視覺和數學物件。

書的第一部分涵蓋了數位影像表示、取樣、亮度和對比度、顏色模型、幾何變換、影像合成、立體圖、照片馬賽克和分形等主題。書的第二部分使用易於學習的開源 Python 語言介紹計算機程式設計。它涵蓋了影像分析和模式識別的基本知識,包括邊緣檢測、卷積、閾值處理、輪廓表示和 K 最近鄰分類。關於計算攝影的章節探討了高動態範圍成像、自動對焦以及自動填補空白或移除場景中不需要物體的方法。所描述的應用包括基於影像的遊戲的設計和實現。PixelMath 軟體提供了數位影像的「透明」視圖,允許用戶通過放大影像來查看像素的 RGB 值。PixelMath 提供三個介面:像素計算器;公式頁面,計算器的進階擴展;以及 Python 視窗。