Guide to signals and patterns in image processing [electronic resource] : foundations, methods and applications / Apurba Das.
Das, Apurba, Dr., author.
2015
TA1637 .D37 2015eb
Available Online

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Title Guide to signals and patterns in image processing [electronic resource] : foundations, methods and applications / Apurba Das.
Author Das, Apurba, Dr., author.
ISBN 9783319141725 electronic book
3319141724 electronic book
9783319141718
DOI https://doi.org/10.1007/978-3-319-14172-5
Published Cham : Springer, 2015.
Language English
Description 1 online resource (xxiv, 416 pages) : illustrations.
Item Number 10.1007/978-3-319-14172-5 doi
Call Number TA1637 .D37 2015eb
Dewey Decimal Classification 006.6
Summary This unique text/reference reviews the field of digital image processing from the different perspectives offered by the separate domains of signal processing and pattern recognition. The book describes a rich array of applications, representing the latest trends in industry and academic research. To inspire further interest in the field, a selection of elegant, worked-out numerical problems are also included in the text. The content is presented in an accessible manner, examining each topic in depth without assuming any prior knowledge from the reader, and providing additional background material in the appendices. Topics and features: Introduces the processes of sampling, quantization and encoding of images, as well as the operations of convolution and correlation, and the basic geometric transformations Covers image enhancement techniques in the spatial domain, the frequency domain, and the wavelet domain Describes the basics of the physics of light and color, and of the psycho-visual color system Reviews compression methods and formats for encoding images Discusses morphology-based image processing, which bridges signal processing and pattern recognition perspectives Examines state-of-the-art applications of techniques for feature extraction, selection, and reduction Investigates the modeling of object recognition in the human visual system for computer vision Provides electronic supplementary material, including MATLAB and C++ code, interactive GUI-based modules, and teaching slides at an associated website Appealing to a broad audience of students, tutors, researchers and professionals, this work offers an indispensable guide to image processing, pattern recognition and computer vision. The coverage draws upon the author?s extensive experience in academic teaching and training, government R&D, and private industry.
Bibliography, etc. Note Includes bibliographical references and index.
Access Note Access limited to authorized users.
Source of Description Online resource; title from PDF title page (SpringerLink, viewed April 30, 2015).
Available in Other Form Print version: 9783319141718
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Record Appears in Online Resources > Ebooks
All Resources
Introduction to Digital Images
Image Enhancement in the Spatial Domain
Interpretation and Processing of Images in the Frequency Domain
Color Science and Color Technology
Wavelets: Multi-Resolution Image Processing
Compression and Encoding of Images: Image Formats
Morphology-Based Image Processing
Patterns in Images and their Applications
Psycho-Visual Pattern Recognition: Computer Vision
Appendix A: Digital Differentiation and Edge Detection
Appendix B: Elementary Probability Theory
Appendix C: Frequently Used MATLAB Functions.

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