| 000 -LEADER |
| fixed length control field |
07184cam a2200553 i 4500 |
| 001 - CONTROL NUMBER |
| control field |
14166307 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
| control field |
20260711093925.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION |
| fixed length control field |
m o d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
| fixed length control field |
cr cnu---unuuu |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
| fixed length control field |
260707t20242024njua ob 001 0 eng |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
| LC control number |
2023055006 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
9781119617693 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
9781119617730 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
1119617731 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
9781119617754 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
1119617758 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
9781119617778 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
1119617774 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| Cancelled/invalid ISBN |
9781119617693 |
| Qualifying information |
hardcover |
| 024 7# - OTHER STANDARD IDENTIFIER |
| Standard number or code |
10.1002/9781119617778 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
| System control number |
(OCoLC)1436019485 |
| 035 #9 - SYSTEM CONTROL NUMBER |
| System control number |
(OCLCCM-Owned)1436019485 |
| 037 ## - SOURCE OF ACQUISITION |
| Stock number |
10556711 |
| Source of stock number/acquisition |
IEEE |
| 041 ## - LANGUAGE CODE |
| Language code of text/sound track or separate title |
eng |
| 042 ## - AUTHENTICATION CODE |
| Authentication code |
pcc |
| 049 ## - LOCAL HOLDINGS (OCLC) |
| Holding library |
MAIN |
| 050 04 - LIBRARY OF CONGRESS CALL NUMBER |
| Classification number |
TA345.5.M42 |
| Item number |
K65 2024 |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER |
| Edition number |
23 |
| Classification number |
006.6 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
| Preferred name for the person |
Kok, Chi-Wah, |
| Relator term |
author. |
| Authority record control number |
http://id.loc.gov/authorities/names/no2008073709 |
| 245 10 - TITLE STATEMENT |
| Title |
Digital image denoising in MATLAB / |
| Statement of responsibility, etc |
Chi-Wah Kok and Wing-Shan Tam. |
| 264 #1 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
| Place of publication, distribution, etc |
Hoboken, NJ : |
| Name of publisher, distributor, etc |
John Wiley & Sons, Inc., |
| Date of publication, distribution, etc |
2024. |
| 264 #4 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
| Date of publication, distribution, etc |
©2024 |
| 300 ## - PHYSICAL DESCRIPTION |
| Extent |
1 online resource (xx, 204 pages) : |
| Other physical details |
illustrations (some color) |
| 336 ## - CONTENT TYPE |
| Content type term |
text |
| Content type code |
txt |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
| Media type term |
computer |
| Media type code |
c |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
| Carrier type term |
online resource |
| Carrier type code |
cr |
| Source |
rdacarrier |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
| Bibliography, etc |
Includes bibliographical references and index. |
| 505 0# - CONTENTS |
| Formatted contents note |
Preface vi -- Acknowledgments viii -- Authors x -- Nomenclature xi -- 1 Digital Image 1 -- 1.1 Color Image 3 -- 1.1.1 Color Filter Array and Demosaicing 5 -- 1.1.2 Perceptual Color Space 5 -- 1.1.3 Grayscale Image 7 -- 1.2 Alternate Domain Image Representation 8 -- 1.3 Digital Imaging in MATLAB 9 -- 1.4 Current Pixel and Neighboring Pixels 10 -- 1.4.1 Boundary Extension 11 -- 1.5 Digital Image Noise 12 -- 1.5.1 Random Noise 13 -- 1.5.2 Gaussian Noise 14 -- 1.5.3 Salt and Pepper Noise 18 -- 1.6 Mixed Noise 19 -- 1.7 Performance Evaluation 21 -- 1.8 Image Quality Measure 22 -- 1.8.1 Mean Squares Error 23 -- 1.8.2 Peak Signal-to-Noise Ratio 25 -- 1.8.3 Texture and Flat PSNR 26 -- 1.8.4 Texture Area Classification 28 -- 1.9 Structural Similarity 30 -- 1.10 Brightness Normalization 33 -- 1.11 Summary 33 -- 1.12 Exercises 34 -- 2 Filtering 36 -- 2.1 Mean Filter 37 -- 2.1.1 Gaussian Smoothing 42 -- 2.2 Wiener Filter 44 -- 2.3 Transform Thresholding 46 -- 2.3.1 Overlapped Block 49 -- 2.4 Median Filter 50 -- 2.4.1 Noise Reduction Performance 52 -- 2.4.2 Adaptive Median Filter 53 -- 2.4.3 Median Filter with Predefined Mask 55 -- 2.4.4 Median of Median 56 -- 2.5 Summary 58 -- 2.6 Exercises 58 -- 3 Wavelet 60 -- 3.1 2D Wavelet Transform 60 -- 3.2 Noise Estimation 62 -- 3.3 Wavelet Denoise 64 -- 3.4 Thresholding 65 -- 3.4.1 Threshold function 66 -- 3.5 Threshold Value 68 -- 3.5.1 Universal Threshold (Donoho Threshold) 68 -- 3.6 Wavelet Wiener 75 -- 3.7 Cycle Spinning 76 -- 3.8 Fusion 80 -- 3.8.1 Baseband Image Fusion 81 -- 3.8.2 Detail Images Fusion 82 -- 3.9 Which Wavelets to Use 85 -- 3.10 Summary 86 -- 3.11 Exercises 87 -- 4 Rank Minimization 88 -- 4.1 Singular Value Decomposition (SVD) 88 -- 4.2 Threshold Denoising through AWGN Analysis 90 -- 4.2.1 Noise Estimation 92 -- 4.2.2 Denoising Performance 93 -- 4.3 Blocked SVD 94 -- 4.4 The Randomized Algorithm 97 -- 4.4.1 Iterative Adjustment 98 -- 4.5 Summary 100 -- 4.6 Exercises 101 -- 5 Variational Method 103 -- 5.1 Total Variation 103 -- 5.1.1 Rudin-Osher-Fatemi (ROF) Model 104 -- 5.1.2 Le-Chartrand-Asaki (LCA) Model 104 -- 5.1.3 Aubert-Aujol (AA) Model 105 -- 5.2 Gradient Descent ROF TV Algorithm 105 -- 5.2.1 Finite Difference Method 106 -- 5.3 Staircase Noise Artifacts 109 -- 5.4 Summary 110 -- 5.5 Exercises 111 -- 6 Nonlocal Means 112 -- 6.1 NonLocal Means 112 -- 6.1.1 Hard Threshold 118 -- 6.2 Adaptive Window Size 120 -- 6.2.1 Patch Window Size Adaptation 121 -- 6.2.2 Search Window Size Adaptation 123 -- 6.3 Summary 125 -- 6.4 Exercises 126 -- 7 Random Sampling 127 -- 7.1 Averaging Multiple Copies of Noisy Images 128 -- 7.2 Missing Pixels and Inpainting 130 -- 7.3 Singular Value Thresholding Inpainting 131 -- 7.4 Wavelet Image Fusion 133 -- 7.5 Summary 135 -- 7.6 Exercises 135 -- Bibliography 141 -- Index 142. |
| 520 ## - SUMMARY, ETC. |
| Summary, etc |
"Presents a review of image denoising algorithms with practical MATLAB implementation guidance Digital Image Denoising in MATLAB provides a comprehensive treatment of digital image denoising, containing a variety of techniques with applications in high-quality photo enhancement as well as multi-dimensional signal processing problems such array signal processing, radar signal estimation and detection, and more. Offering systematic guidance on image denoising in theories and in practice through MATLAB. This hands-on guide includes practical examples, chapter summaries, analytical and programming problems, computer simulations, and source codes for all algorithms discussed in the book. The book explains denoising algorithms including linear and nonlinear filtering, Wiener filtering, spatially adaptive and multi-channel processing, transform and wavelet domains processing, singular value decomposition, and various low variance optimization and low rank processing techniques. Throughout the text, the authors address the theory, analysis, and implementation of the denoising algorithms to help readers solve their image processing problems and develop their own solutions. Explains how the quality of an image can be quantified in MATLAB Discusses what constitutes a "naturally looking" image in subjective and analytical terms Presents denoising techniques for a wide range of digital image processing applications Describes the use of denoising as a pre-processing tool for various signal processing applications or big data analysis Requires only a fundamental knowledge of digital signal processing Includes access to a companion website with source codes, exercises, and additional resources Digital Image Denoising in MATLAB is an excellent textbook for undergraduate courses in digital image processing, recognition, and statistical signal processing, and a highly useful reference for researchers and engineers working with digital images, digital video, and other applications requiring denoising techniques"-- |
| Assigning source |
Provided by publisher. |
| 588 ## - SOURCE OF DESCRIPTION NOTE |
| Source of description note |
Description based on online resource; title from digital title page (viewed on June 17, 2024). |
| 630 00 - SUBJECT ADDED ENTRY--UNIFORM TITLE |
| Uniform title |
MATLAB. |
| Authority record control number |
http://id.loc.gov/authorities/names/n92036881 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name as entry element |
Image processing |
| General subdivision |
Digital techniques. |
| Authority record control number |
http://id.loc.gov/authorities/subjects/sh85064447 |
| 655 #0 - INDEX TERM--GENRE/FORM |
| Genre/form data or focus term |
Electronic books. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
| Personal name |
Tam, Wing-Shan, |
| Relator term |
author. |
| Real World Object URI |
https://id.oclc.org/worldcat/entity/E39PCjGggXwQCdmPMGqkTrdXwK |
| Authority record control number |
http://id.loc.gov/authorities/names/n2012067377 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
| Display text |
Print version: |
| Main entry heading |
Kok, Chi-Wah. |
| Title |
Digital image denoising in MATLAB |
| Edition |
First edition. |
| Place, publisher, and date of publication |
Hoboken, NJ : Wiley, 2024 |
| International Standard Book Number |
9781119617693 |
| Record control number |
(DLC) 2023055005 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
| Uniform Resource Identifier |
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119617778 |
| Link text |
Full text is available at Wiley Online Library. Click here to view. |
| 942 ## - ADDED ENTRY ELEMENTS |
| Source of classification or shelving scheme |
|
| Item type |
EBOOK |