Image Processing using Punctual Kriging and Machine Learning: Applications of fuzzy logic, genetic programming and artificial neural networks in the field of Image Restoration - Softcover

Chaudhry, Asmatullah

 
9783838322681: Image Processing using Punctual Kriging and Machine Learning: Applications of fuzzy logic, genetic programming and artificial neural networks in the field of Image Restoration
Softcover
ISBN 10: 3838322681 ISBN 13: 9783838322681
Verlag: LAP Lambert Academic Publishing, 2010

Inhaltsangabe

Restoration of degraded images has become an important and effective tool for many technological applications like space imaging, medical imaging and many other post-processing techniques. Most of the image restoration techniques model the degradation phenomena, usually blur and noise, and then obtain an approximation of the image. Whereas, in realistic situation, one has to estimate both the true image and the blur from the degraded image characteristics in the absence of any a priori information about the blurring system. The objective of this book is to present new punctual kriging based image restoration approaches using machine-learning techniques. To achieve this objective, this book concentrates on the restoration of images corrupted with Gaussian noise by making good tradeoffs between two contradicting properties; smoothness versus edge preservation. This book makes the following contributions: Quantitative analysis of the at hand punctual kriging based image restoration techniques, applications of artificial neural networks are discussed for image denoising. Furthermore, hybrid techniques for image restoration are presented in this book.

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Über die Autorin bzw. den Autor

Asmatullah Chaudhry, Ph.D: received M.Sc. degrees in Physics and Nuclear Engineering in 1993 and 1998 from IUB and QAU, Pakistan. Further, he earned MS in 2003 and Ph.D. in 2007, from GIKI, Pakistan in Computer System Engineering, working as a Principal Scientist at PINSTECH, Pakistan. Research interests include Image Processing and Machine Learning.

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Verlag
LAP Lambert Academic Publishing
Erscheinungsdatum
2010
Sprache
Englisch
ISBN 10 
3838322681
ISBN 13 
9783838322681
Einband
Taschenbuch
Anzahl der Seiten
116
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
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