Image analysis, classification and change detection in remote sensing : with algorithms for for ENVI/IDL and Python /: with algorithms for for ENVI/IDL and Python. (2014)

• Record Type: Book
• Further Information: Note: Morton J. Canty.
• Authors: Canty, Morton John
• Contents: Images, Arrays, and Matrices; Multispectral satellite images; Synthetic aperture radar images; Algebra of vectors and matrices; Eigenvalues and eigenvectors; Singular value decomposition; Finding minima and maxima; Exercises; ; Image Statistics; Random variables; Parameter estimation; Multivariate distributions; Bayes’ Theorem, likelihood and classification; Hypothesis testing; Ordinary linear regression; Entropy and information; Exercises; ; Transformations; The discrete Fourier transform; The discrete wavelet transform; Principal components; Minimum noise fraction; Spatial correlation; Exercises; ; Filters, Kernels and Fields; The Convolution Theorem; Linear filters; Wavelets and filter banks; Kernel methods; Gibbs–Markov random fields; Exercises; ; Image Enhancement and Correction; Lookup tables and histogram functions; High-pass spatial filtering and feature extraction; Panchromatic sharpening; Radiometric correction of polarimetric SAR imagery; Topographic correction; Image–image registration; Exercises; ; Supervised Classification Part; Maximizing the a posteriori probability; Training data and separability; Maximum likelihood classification; Gaussian kernel classification; Neural networks; Support vector machines; Exercises; ; Supervised Classification Part; Postprocessing; Evaluation and comparison of classification accuracy; Adaptive boosting; Classification of polarimetric SAR imagery; Hyperspectral image analysis; Exercises; ; Unsupervised Classification; Simple cost functions; Algorithms that minimize the simple cost functions; Gaussian mixture clustering; Including spatial information; A benchmark; The Kohonen self-organizing map; Image segmentation; Exercises; ; Change Detection; Algebraic methods; Postclassification comparison; Principal components analysis (PCA); Multivariate alteration detection (MAD); Decision thresholds; Unsupervised change classification; Change detection with polarimetric SAR imagery; Radiometric normalization of multispectral imagery; Exercises; ; A Mathematical Tools; B Efficient Neural Network Training Algorithms; C ENVI Extensions in IDL; D Python Scripts; Mathematical Notation; References; Index;
• Edition: Third edition
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2014
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 621.3670285; Remote sensing -- Mathematics; Image analysis -- Mathematics
• Languages: English
• ISBNs: 9781466570382; 9781466570399
• Related ISBNs: 9781466570375
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; item not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.