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Digital Image Denoising in MATLAB
Hardcover
Series: IEEE Press
Technology & EngineeringProgramming
ISBN13: 9781119617693
Publisher: Wiley-IEEE Press
Published: Jul 8 2024
Pages: 224
Weight: 1.04
Height: 0.56 Width: 6.00 Depth: 9.00
Language: English
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.
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