Digital Image Denoising In Matlab
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This book dissects a very common but important image processing application: digital image denoising. The dissection begins with the most fundamental of digital images, noise sources, and the effect of noise on different image features. A variety of denoising techniques are reviewed, analyzed, and compared in this book to provide the readers with a complete picture of digital image denoising. The book has placed special emphasis on the theory behind each algorithm and how it can be for real world application.
- Excellent explanatory introduction to image denoising methods;
- thorough treatment of the theoretical foundations, with comprehensive analytical analysis of each presented algorithm;
- discussion in detail - including the assumptions and limitations - of each presented algorithm;
- detail devoted to MATLAB(R) implementation of the presented algorithm;
- coverage of classical denoising methods, and advanced model based denoising methods;
- simulation results are presented for comparative analysis;
- summary of important results obtained in each chapter given at its end; and
- theoretical, analytical, and computational exercises are provided at the end of each chapter.
MATLAB code, solution manual, and PPT for lecturing will be provided.
Chi-Wah Kok is the Founder and Executive Director of Canaan Semiconductor Pty Ltd, South Australia, Australia. He has worked with leading semiconductor companies, multimedia signal processing companies, research institutions, and universities including AT&T Labs Research, SONY Research Labs, Stanford University, and Hong Kong University of Science and Technology. Dr. Kok's research interests include the application of signal processing methods in multimedia signal processing problems, solid state circuit design and modeling problems, and other real world problems.
Wing-Shan Tam is the Founder and Engineering Manager of Canaan Semiconductor Pty Ltd, South Australia, Australia, where she works on advanced CMOS sensor design and high-power device structure and process development. Dr Tam's research interests include mixed-signal integrated circuit design and image interpolation and color enhancement algorithm development.
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