Digital Image Denoising in MATLABAuthor :
Hardback
Published : Thursday 18 July 2024
Description
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 MATLABr 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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