Mehr lesen
Parts of this text were used for several years by students in a one~term under graduate course in computer science. The students had to prepare projects in small groups (2~4 students).1 This book emphasizes practical experience with image processing. It offers a comprehensive study of - image processing and image analysis, - basics of speech processing, - object~oriented programming, - software design, - and programming in C++. The book is divided into four parts. In the first part we introduce image processing, image analysis, programming tools, and the basics of C++. In the second part we describe object~oriented programming in general and the possible applications of object~oriented concepts in C++. Several appli cations of object~oriented programming for image processing are discussed as well. The new features of C++ are introduced entirely through the use of examples. We cover the proper representation of the data that is a result of pattern analysis as well. The third part describes a complete system for image segmentation. Some of the material covered refers to the exercises found in the first and second parts: this verifies our belief that an image segmentation system of programs can be developed while simultaneously acquainting others to C++. We combine the data representation described in the second part with the algorithms that use and manipulate them here in the third part.
Inhaltsverzeichnis
I Introductions.- 1 Pattern Recognition.- 2 From C to C++.- 3 Software Development.- 4 Expressions, Statements, Functions.- 5 Classification and Pattern Analysis.- 6 Arrays and Pointers.- 7 Statistics for Pattern Recognition.- 8 C++ as a better C.- II Object-Oriented Pattern Analysis.- 9 Object-Oriented Programming.- 10 Classes in C++.- 11 Intensity Images.- 12 Inheritance in C++-Classes.- 13 Edge Detection and Edge Images.- 14 Class Libraries.- 15 Hierarchy of Picture Processing Objects.- 16 Spectral Features and Speech Processing.- III Pattern Recognition Algorithms.- 17 An Image Analysis System.- 18 Synthetic Signals and Images.- 19 Filtering and Smoothing Signals.- 20 Histogram Algorithms.- 21 Edge Images.- 22 Line Detection Algorithms.- 23 Chain Codes.- IV Appendix.- A Basics of C++.- A.1 History.- A.2 Identifier and Constants.- A.3 Basis Data Types in C and C++.- B Software Development Tools.- B.1 Groups and ID's with Unix.- B.2 Program Building with make.- B.3 The Use of Libraries.- B.4 Version and Access Control with rcs.- C Source Codes and Tools.- C.1 List of Tools.- C.2 How to get the sources.- C.3 X11.- C.4 Slides.- C.5 Addresses.- C.6 Headers and Source Files.- C.7 Dummy Definitions.- C.7.1 Listing of animals/dummy/Dictionary.h.- C.7.2 Listing of animals/dummy/OIOxdr.h.- C.7.3 Listing of animals/ dummy/Represent.h.- C.7.4 Listing of animals/dummy/SeqCltn.h.- C.7.5 Listing of animals/dummy/Set.h.- C.7.6 Listing of animals/dummy/dummies. C.- References.- Figures.- Tables.- Index for Exercises.
