Digital image processing and pattern recognition
Pakhira, Malay K
Digital image processing and pattern recognition Malay K Pakhira - New Delhi : Prentice-Hall of India, 2011. - xviii, 505 pages : illustrations ; 24 cm
Image Acquisition
Sampling And Digitization
Fundamentals Of Digital Images
Image Transforms
Image Enhancement
Colour Image Processing
Image Restoration
Image Registration
Edge Detection
Image Segmentation
Image Compression
Image File Formats
Feature Extraction And Representation
Pattern Recognition
Classification And Decision Making
Statistical Decision Making
Nearest Neighbour Classifier
Decision Tree Learning
Recognition And Artificial Neural Networks
Clustering
This book is designed for undergraduate and postgraduate students of Computer Science and Engineering, Information Technology, Electronics and Communication Engineering, and Electrical Engineering.
The book comprehensively covers all the important topics in digital image processing and pattern recognition along with the fundamental concepts, mathematical preliminaries and theoretical derivations of significant theorems. The image processing topics include coverage of image formation, digitization, lower level processing, image analysis, image compression, and so on. The topics on pattern recognition include statistical decision making, decision tree learning, artificial neural networks, clustering and others. An application of simulated annealing for edge detection is described in an appendix. The book is profusely illustrated with more than 200 figures and sketches as an added feature.
9788120340916
Image processing--Digital techniques
621.367 / PAK
Digital image processing and pattern recognition Malay K Pakhira - New Delhi : Prentice-Hall of India, 2011. - xviii, 505 pages : illustrations ; 24 cm
Image Acquisition
Sampling And Digitization
Fundamentals Of Digital Images
Image Transforms
Image Enhancement
Colour Image Processing
Image Restoration
Image Registration
Edge Detection
Image Segmentation
Image Compression
Image File Formats
Feature Extraction And Representation
Pattern Recognition
Classification And Decision Making
Statistical Decision Making
Nearest Neighbour Classifier
Decision Tree Learning
Recognition And Artificial Neural Networks
Clustering
This book is designed for undergraduate and postgraduate students of Computer Science and Engineering, Information Technology, Electronics and Communication Engineering, and Electrical Engineering.
The book comprehensively covers all the important topics in digital image processing and pattern recognition along with the fundamental concepts, mathematical preliminaries and theoretical derivations of significant theorems. The image processing topics include coverage of image formation, digitization, lower level processing, image analysis, image compression, and so on. The topics on pattern recognition include statistical decision making, decision tree learning, artificial neural networks, clustering and others. An application of simulated annealing for edge detection is described in an appendix. The book is profusely illustrated with more than 200 figures and sketches as an added feature.
9788120340916
Image processing--Digital techniques
621.367 / PAK