Still image and video compression with MATLAB

Title:

Personal Author:

Thyagarajan, K. S.

Publication Information:

Hoboken, NJ. : Wiley, 2011.

Physical Description:

xiii, 428 p. : ill. ; 25 cm.

ISBN:

9780470484166

Abstract:

"This book describes the principles of image and video compression techniques and introduces current and popular compression standards, such as the MPEG series. Derivations of relevant compression algorithms are developed in an easy-to-follow fashion. Numerous examples are provided in each chapter to illustrate the concepts. The book includes complementary software written in MATLAB SIMULINK to give readers hands-on experience in using and applying various video compression methods. Readers can enhance the software by including their own algorithms"-- Provided by publisher.

Title Subject:

MATLAB

Subject Term:

Image compression

Video compression

Available:*

Library	Item Barcode	Call Number	Material Type	Item Category 1	Status
Searching... PSZ JB	30000010237066	TA1638 T48 2011	Open Access Book	Book	Searching... Unknown

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Summary

This book describes the principles of image and video compression techniques and introduces current and popular compression standards, such as the MPEG series. Derivations of relevant compression algorithms are developed in an easy-to-follow fashion. Numerous examples are provided in each chapter to illustrate the concepts.

Author Notes

K.S. Thyagarajan is Chief Scientist at Micro USA, Inc., where he has developed an extensive suite of image processing, detection, and classification algorithms for the detection of very low contrast targets underwater in littoral waters and open oceans. He is an Emeritus Professor in the Department of Electrical and Computer Engineering at San Diego State University, and has extensive academic and industrial experience in researching and developing video compression systems. Dr. Thyagarajan's expertise lies in signal, image processing, image and video compression, pattern recognition, and communications. He holds several patents in video compression.

Preface	p. xi
1 Introduction	p. 1
1.1 What is Source Coding?	p. 2
1.2 Why is Compression Necessary?	p. 3
1.3 Image and Video Compression Techniques	p. 4
1.4 Video Compression Standards	p. 17
1.5 Organization of the Book	p. 18
1.6 Summary	p. 19
References	p. 19
2 Image Acquisition	p. 21
2.1 Introduction	p. 21
2.2 Sampling a Continuous Image	p. 22
2.3 Image Quantization	p. 37
2.4 Color Image Representation	p. 55
2.5 Summary	p. 60
References	p. 61
Problems	p. 62
3 Image Transforms	p. 63
3.1 Introduction	p. 63
3.2 Unitary Transforms	p. 64
3.3 Karhunen-Loève Transform	p. 85
3.4 Properties of Unitary Transforms	p. 90
3.5 Summary	p. 96
References	p. 97
Problems	p. 98
4 Discrete Wavelet Transform	p. 99
4.1 Introduction	p. 99
4.2 Continuous Wavelet Transform	p. 100
4.3 Wavelet Series	p. 102
4.4 Discrete Wavelet Transform	p. 103
4.5 Efficient Implementation of 1D DWT	p. 105
4.6 Scaling and Wavelet Filters	p. 108
4.7 Two-Dimensional DWT	p. 119
4.8 Energy Compaction Property	p. 122
4.9 Integer or Reversible Wavelet	p. 129
4.10 Summary	p. 129
References	p. 130
Problems	p. 131
5 Lossless Coding	p. 133
5.1 Introduction	p. 133
5.2 Information Theory	p. 134
5.3 Huffman Coding	p. 141
5.4 Arithmetic Coding	p. 145
5.5 Golomb-Rice Coding	p. 151
5.6 Run-Length Coding	p. 155
5.7 Summary	p. 157
References	p. 158
Problems	p. 159
6 Predictive Coding	p. 161
6.1 Introduction	p. 161
6.2 Design of a DPCM	p. 163
6.3 Adaptive DPCM	p. 183
6.4 Summary	p. 195
References	p. 196
Problems	p. 197
7 Image Compression in the Transform Domain	p. 199
7.1 Introduction	p. 199
7.2 Basic Idea Behind Transform Coding	p. 199
7.3 Coding Gain of a Transform Coder	p. 211
7.4 JPEG Compression	p. 213
7.5 Compression of Color Images	p. 227
7.6 Blocking Artifact	p. 234
7.7 Variable Block Size DCT Coding	p. 247
7.8 Summary	p. 254
References	p. 255
Problems	p. 257
8 Image Compression in the Wavelet Domain	p. 259
8.1 Introduction	p. 259
8.2 Design of a DWT Coder	p. 259
8.3 Zero-Tree Coding	p. 277
8.4 JPEG2000	p. 282
8.5 Digital Cinema	p. 297
8.6 Summary	p. 298
References	p. 299
Problems	p. 300
9 Basics of Video Compression	p. 301
9.1 Introduction	p. 301
9.2 Video Coding	p. 305
9.3 Stereo Image Compression	p. 351
9.4 Summary	p. 355
References	p. 356
Problems	p. 357
10 Video Compression Standards	p. 359
10.1 Introduction	p. 359
10.2 MPEG-1 and MPEG-2 Standards	p. 360
10.3 MPEG-4	p. 393
10.4 H.264	p. 407
10.5 Summary	p. 418
References	p. 419
Problems	p. 420
Index	p. 423

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Summary

Summary

Author Notes

Table of Contents