Computer Vision for X-Ray Testing: Imaging, Systems, Image Databases, and Algorithms
暫譯: X光檢測的電腦視覺:影像、系統、影像資料庫與演算法

Mery, Domingo, Pieringer, Christian

  • 出版商: Springer
  • 出版日期: 2020-12-22
  • 售價: $3,370
  • 貴賓價: 9.5$3,202
  • 語言: 英文
  • 頁數: 456
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030567680
  • ISBN-13: 9783030567682
  • 相關分類: Algorithms-data-structures資料庫Computer Vision
  • 海外代購書籍(需單獨結帳)

商品描述

This accessible textbook presents an introduction to computer vision algorithms for industrially-relevant applications of X-ray testing.

Covering complex topics in an easy-to-understand way, without requiring any prior knowledge in the field, the book provides a concise review of the key methodologies in computer vision for solving important problems in industrial radiology. The theoretical coverage is supported by numerous examples, each of which can be tested and evaluated by the reader using a freely-available Matlab toolbox and X-ray image database.

Topics and features: introduces the mathematical background for monocular and multiple view geometry, which is commonly used in X-ray computer vision systems; describes the main techniques for image processing used in X-ray testing, including image filtering, edge detection, image segmentation and image restoration; presents a range of different representations for X-ray images, explaining how these enable new features to be extracted from the original image; examines a range of known X-ray image classifiers and classification strategies, and techniques for estimating the accuracy of a classifier; discusses some basic concepts for the simulation of X-ray images, and presents simple geometric and imaging models that can be used in the simulation; reviews a variety of applications for X-ray testing, from industrial inspection and baggage screening to the quality control of natural products; provides supporting material at an associated website, including a database of X-ray images and a Matlab toolbox for use with the book's many examples.

This classroom-tested and hands-on guide is ideal for graduate and advanced undergraduate students interested in the practical application of image processing, pattern recognition and computer vision techniques for non-destructive quality testing and security inspection.

商品描述(中文翻譯)

這本易於理解的教科書介紹了用於工業相關的X光檢測應用的計算機視覺算法。

本書以簡明易懂的方式涵蓋複雜主題,無需任何先前的領域知識,提供了計算機視覺中解決工業放射學重要問題的關鍵方法論的簡要回顧。理論內容由眾多範例支持,讀者可以使用免費提供的Matlab工具箱和X光影像數據庫進行測試和評估。

主題和特點:介紹了單眼和多視角幾何的數學背景,這在X光計算機視覺系統中常被使用;描述了X光檢測中使用的主要影像處理技術,包括影像過濾、邊緣檢測、影像分割和影像修復;呈現了X光影像的多種不同表示,解釋了這些如何從原始影像中提取新特徵;檢視了一系列已知的X光影像分類器和分類策略,以及估計分類器準確度的技術;討論了一些X光影像模擬的基本概念,並呈現了可用於模擬的簡單幾何和成像模型;回顧了X光檢測的各種應用,從工業檢查和行李篩查到天然產品的質量控制;提供了與本書相關的網站上的支持材料,包括X光影像數據庫和可用於本書多個範例的Matlab工具箱。

這本經過課堂測試和實作的指南非常適合對影像處理、模式識別和計算機視覺技術在非破壞性質量測試和安全檢查中的實際應用感興趣的研究生和高年級本科生。

作者簡介

Dr. Domingo Mery is a Full Professor at the Machine Intelligence Group (GRIMA) of the Department of Computer Sciences, and Director of Research and Innovation at the School of Engineering, at the Pontifical Catholic University of Chile, Santiago, Chile. Dr. Christian Pieringer is an Adjunct Instructor at the same institution.

作者簡介(中文翻譯)

多明哥·梅瑞博士是智利聖地亞哥天主教大學計算機科學系機器智能組(GRIMA)的正教授,並擔任工程學院的研究與創新主任。克里斯蒂安·皮耶林格博士是同一機構的兼任講師。