Image Analysis, Classification, and Change Detection in Remote Sensing: With Algorithms for ENVI/IDL, Second Edition
暫譯: 遙感中的影像分析、分類與變化檢測:ENVI/IDL 演算法,第二版
Morton J. Canty
- 出版商: CRC
- 出版日期: 2009-12-15
- 售價: $4,980
- 貴賓價: 9.5 折 $4,731
- 語言: 英文
- 頁數: 472
- 裝訂: Hardcover
- ISBN: 1420087134
- ISBN-13: 9781420087130
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相關分類:
Algorithms-data-structures
海外代購書籍(需單獨結帳)
相關主題
商品描述
Demonstrating the breadth and depth of growth in the field since the publication of the popular first edition, Image Analysis, Classification and Change Detection in Remote Sensing, with Algorithms for ENVI/IDL, Second Edition has been updated and expanded to keep pace with the latest versions of the ENVI software environment. Effectively interweaving theory, algorithms, and computer codes, the text supplies an accessible introduction to the techniques used in the processing of remote sensing imagery.
This significantly expanded edition presents numerous image analysis examples and algorithms, all illustrated in the array-oriented language IDL—allowing readers to plug the illustrations and applications covered in the text directly into the ENVI system—in a completely transparent fashion. Revised chapters on image arrays, linear algebra, and statistics convey the required foundation, while updated chapters detail kernel methods for principal component analysis, kernel-based clustering, and classification with support vector machines. New additions to the second edition include:
- An introduction to mutual information and entropy
- Algorithms and code for image segmentation
- In-depth treatment of ensemble classification (adaptive boosting )
- Improved IDL code for all ENVI extensions, with routines that can take advantage of the parallel computational power of modern graphics processors
- Code that runs on all versions of the ENVI/IDL software environment from ENVI 4.1 up to the present
- Many new end-of-chapter exercises and programming projects
The code is available for upload from the author's website athttp://mcanty.homepage.t-online.de/software.html With its numerous programming examples in IDL and many applications supporting ENVI, such as data fusion, statistical change detection, clustering and supervised classification with neural networks—all available as downloadable source code—this self-contained text is the ideal resource for classroom use or self study.
商品描述(中文翻譯)
展示自第一版出版以來該領域的廣度和深度增長,遙感中的影像分析、分類與變化檢測,附ENVI/IDL演算法,第二版已更新並擴展,以跟上最新版本的ENVI軟體環境。該文本有效地交織了理論、演算法和電腦程式碼,提供了一個易於理解的遙感影像處理技術介紹。
這一顯著擴展的版本呈現了眾多影像分析範例和演算法,所有範例均以陣列導向語言IDL來說明—使讀者能夠將文本中涵蓋的插圖和應用直接嵌入ENVI系統,完全透明。修訂的章節涵蓋影像陣列、線性代數和統計學,傳達所需的基礎知識,而更新的章節詳細介紹了主成分分析的核方法、基於核的聚類和支持向量機的分類。第二版的新內容包括:
- 互信息和熵的介紹
- 影像分割的演算法和程式碼
- 集成分類(自適應增強)的深入探討
- 改進的IDL程式碼,適用於所有ENVI擴展,並包含能夠利用現代圖形處理器的平行計算能力的例程
- 適用於ENVI/IDL軟體環境所有版本的程式碼,從ENVI 4.1到現在
- 許多新的章末練習和程式設計專案
程式碼可從作者的網站上傳,網址為http://mcanty.homepage.t-online.de/software.html
本書包含眾多IDL的程式範例以及許多支持ENVI的應用,如數據融合、統計變化檢測、聚類和使用神經網絡的監督分類—所有這些都可作為可下載的源碼—這本自成一體的文本是課堂使用或自學的理想資源。