商品描述
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.
商品描述(中文翻譯)
本書剖析了一個非常常見但重要的影像處理應用：數位影像去噪。剖析從數位影像的基本概念、噪聲來源以及噪聲對不同影像特徵的影響開始。本書回顧、分析並比較了各種去噪技術，以提供讀者對數位影像去噪的完整了解。本書特別強調每個演算法背後的理論及其在現實世界中的應用。
- 對影像去噪方法的優秀解釋性介紹；
- 對理論基礎的徹底探討，並對每個呈現的演算法進行全面的分析；
- 詳細討論每個呈現的演算法，包括假設和限制；
- 對呈現的演算法在 MATLAB(R) 中的實作進行詳細說明；
- 涵蓋經典去噪方法和基於模型的先進去噪方法；
- 提供模擬結果以進行比較分析；
- 每章結尾提供重要結果的總結；
- 每章結尾提供理論、分析和計算練習。
將提供 MATLAB 代碼、解答手冊和講課用的 PPT。
作者簡介
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.
作者簡介(中文翻譯)
Chi-Wah Kok 是 Canaan Semiconductor Pty Ltd（南澳大利亞，澳洲）的創辦人及執行董事。他曾與多家領先的半導體公司、多媒體信號處理公司、研究機構及大學合作，包括 AT&T Labs Research、SONY Research Labs、史丹佛大學及香港科技大學。Kok 博士的研究興趣包括信號處理方法在多媒體信號處理問題中的應用、固態電路設計與建模問題，以及其他現實世界的問題。
Wing-Shan Tam 是 Canaan Semiconductor Pty Ltd（南澳大利亞，澳洲）的創辦人及工程經理，專注於先進的 CMOS 感測器設計及高功率元件結構與製程開發。Tam 博士的研究興趣包括混合信號集成電路設計及影像插值與色彩增強演算法的開發。
