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Data Compression The Complete Reference 3rd Edition by David Salomon ISBN 0387406972 9780387406978
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ISBN 10: 0387406972
ISBN 13: 9780387406978
Author: David Salomon
Data Compression: The Complete Reference 3rd Edition:
Data compression is one of the most important fields and tools in modern computing. From archiving data, to CD ROMs, and from coding theory to image analysis, many facets of modern computing rely upon data compression.
Data Compression provides a comprehensive reference for the many different types and methods of compression. Included are a detailed and helpful taxonomy, analysis of most common methods, and discussions on the use and comparative benefits of methods and description of “how to” use them. The presentation is organized into the main branches of the field of data compression: run length encoding, statistical methods, dictionary-based methods, image compression, audio compression, and video compression. Detailed descriptions and explanations of the most well-known and frequently used compression methods are covered in a self-contained fashion, with an accessible style and technical level for specialists and nonspecialists. Topics and features: coverage of video compression, including MPEG-1 and H.261; thorough coverage of wavelets methods, including CWT, DWT, EZW and the new Lifting Scheme technique; complete audio compression; QM coder used in JPEG and JBIG, including new JPEG 200 standard; image transformations and detailed coverage of discrete cosine transform and Haar transform; coverage of EIDAC method for compressing simple images; prefix image compression; ACB and FHM curve compression; geometric compression and edgebreaker technique.
Data Compression provides an invaluable reference and guide for all computer scientists, computer engineers, electrical engineers, signal/image processing engineers and other scientists needing a comprehensive compilation for a broad range of compression methods.
Data Compression provides a comprehensive reference for the many different types and methods of compression. Included are a detailed and helpful taxonomy, analysis of most common methods, and discussions on the use and comparative benefits of methods and description of “how to” use them. The presentation is organized into the main branches of the field of data compression: run length encoding, statistical methods, dictionary-based methods, image compression, audio compression, and video compression. Detailed descriptions and explanations of the most well-known and frequently used compression methods are covered in a self-contained fashion, with an accessible style and technical level for specialists and nonspecialists. Topics and features: coverage of video compression, including MPEG-1 and H.261; thorough coverage of wavelets methods, including CWT, DWT, EZW and the new Lifting Scheme technique; complete audio compression; QM coder used in JPEG and JBIG, including new JPEG 200 standard; image transformations and detailed coverage of discrete cosine transform and Haar transform; coverage of EIDAC method for compressing simple images; prefix image compression; ACB and FHM curve compression; geometric compression and edgebreaker technique.
Data Compression provides an invaluable reference and guide for all computer scientists, computer engineers, electrical engineers, signal/image processing engineers and other scientists needing a comprehensive compilation for a broad range of compression methods.
Data Compression: The Complete Reference 3rd Edition Table of contents:
PART I: BASIC TECHNIQUES
- Intuitive Compression
- Run-Length Encoding (RLE)
- RLE Text Compression
- RLE Image Compression
- Move-to-Front Coding
- Scalar Quantization
PART II: STATISTICAL METHODS
- Information Theory Concepts
- Variable-Size Codes
- Prefix Codes
- The Golomb Code
- The Kraft-MacMillan Inequality
- Shannon-Fano Coding
- Huffman Coding
- Adaptive Huffman Coding
- Arithmetic Coding
- Adaptive Arithmetic Coding
- The QM Coder
- Text Compression
- PPM (Prediction by Partial Matching)
- Context-Tree Weighting
PART III: DICTIONARY METHODS
- String Compression
- Simple Dictionary Compression
- LZ77 (Sliding Window)
- LZ78
- LZW (Lempel-Ziv-Welch)
- Deflate: Zip and Gzip
- PNG Compression
- XML Compression: XMill
PART IV: IMAGE COMPRESSION
- Introduction to Image Compression
- Approaches to Image Compression
- JPEG and JPEG-LS
- JBIG and JBIG2
- Vector Quantization
- Block Truncation Coding
- Context-Based Methods
- Quadtrees and Space-Filling Curves
- Iterated Function Systems
PART V: WAVELET METHODS
- Fourier Transform and Frequency Domain
- The Haar Transform
- Filter Banks and DWT (Discrete Wavelet Transform)
- Multiresolution Decomposition
- SPIHT (Set Partitioning in Hierarchical Trees)
- JPEG 2000
PART VI: VIDEO COMPRESSION
- Analog and Digital Video Concepts
- Video Compression Basics
- MPEG and MPEG-4 Standards
- H.261 Compression
PART VII: AUDIO COMPRESSION
- Digital Audio and Human Auditory System
- ADPCM Audio Compression
- MPEG-1 Audio Layers
- Speech Compression
PART VIII: OTHER METHODS
- Burrows-Wheeler Method
- Symbol Ranking
- Sparse Strings
- Dynamic Markov Coding
- Textual Image Compression
- Triangle Mesh Compression: Edgebreaker
- Unicode Compression: SCSU
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