Pattern recognition of images and speech in C++:
Gespeichert in:
Späterer Titel: | Paulus, Dietrich W. Applied pattern recognition |
---|---|
Hauptverfasser: | , |
Format: | Buch |
Sprache: | German |
Veröffentlicht: |
Braunschweig [u.a.]
Vieweg
1997
|
Schriftenreihe: | Vieweg advanced studies in computer science
|
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | XIV, 403 S. Ill., graph. Darst. |
ISBN: | 3528055588 |
Internformat
MARC
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Datensatz im Suchindex
_version_ | 1804126018932310016 |
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adam_text | Dietrich W R Paulus
Joachim Hornegger
Pattern Recognition
of Images
and Speech in C++
vieweg
CONTENTS VII
PartI Introductions 3
e
1 Pattern Recognition 5
1 1 Images and Sound 3
1 2 Applications of Pattern Recognition 6
1 3 Environment, Problem Domain, and Patterns 7
1 4 Characterization of Pattern Recognition 8
1 5 Speech Recording 9
1 6 Video Cameras and Projections 10
1 7 From Continuous to Digital Signals 12
1 8 Sampling Theorem in Practice 14
1 9 Visualization and Sound Generation 15
2 From C to C++ 17
2 1 Syntax Notation 17
2 2 Principle of C++ Compilation 18
2 3 Function Calls and Arguments 20
2 4 Declaration and Definition of Variables 21
2 5 Unix-File Access via Standard Functions 22
2 6 Numeric Expressions 24
2 7 Main Program 25
2 8 Function Definition 25
2 9 Scope and Lifetime 27
3 Software Development 31
3 1 Software for Pattern Recognition 31
3 2 Software Development and Testing 32
3 3 Modular and Structured Programming 34
3 4 Comments and Program Layout 35
3 5 Documentation 35
3 6 Teamwork 36
3 7 Efficiency 37
3 8 Tools for Software Development * 37
3 9 PUMA 38
4 Control and Data Structures 41
4 1 Structures 41
4 2 Enumerations - 42
4 3 Scope Resolution - 42
4 4 Unions 43
4 5 Bit-and Shift-Operations 43
4 6 Bit Fields 44
4 7 Logical Values and Conditionals 45
4 8 Loops 46
4 9 Switches 47
5 Arrays and Pointers 51
5 1 Vectors and Matrices 51
VIII CONTENTS
5 2 Pointers 52
5 3 Vectors vs Pointers ° 53
5 4 Pointer Operations and Allocation 54
5 5 Pointer to Structures 56
5 6 Strings 57
5 7 Pointer and Array Arguments 57
5 8 Pointer to Pointer 58
5 9 Command Line Arguments 59
6 Classification and Pattern Analysis 61
6 1 Classification 61
6 2 Preprocessing 62
6 3 Feature Extraction 63
6 4 Analysis 63
6 5 Image Segmentation 64
6 6 Speech Segmentation 67
6 7 Pattern Understanding 67
6 8 Active Vision and Real Time Processing 68
6 9 Software Systems 69
7 C++ as a better C 73
7 1 Type Declaration 73
7 2 Type Conversion for Pointers 73
7 3 Type Specifiers and Variable Declaration 74
7 4 Type-Safe Linkage 76
7 5 Overloaded Function Names 77
7 6 Return Value and Arguments 78
7 7 Macros and Inline Functions 79
7 8 Function Pointers 80
7 9 Comma Operator and Conditional Expressions _ 81
8 Statistics for Pattern Recognition 85
8 1 Axioms • 85
8 2 Discrete Random Variables 86
8 3 Continuous Random Variables 87
8 4 Mean and Variance 89
8 5 Moments of a Distribution 90
8 6 Random Vectors 9 1
8 7 Independence and-Marginal Densities 93
8 8 Statistical Features and Entropy 94
8 9 Signal-to-Noise Ratio 95
CONTENTS IX
PartII Object-Oriented Pattern Recognition
# 97
9 Object-Oriented Programming 99
9 1 Object-Oriented Software Techniques 99
9 2 Basic Concepts 100
9 3 Data Abstraction and Modules 101
9 4 Inheritance • • • • 102
9 5 Abstract Classes 104
9 6 Object-Oriented Classification 105
9 7 Polymorphism 105
9 8 C++as an Object-Oriented Language 106
9 9 Class Libraries 107
10 Classes in C++ 109
10 1 Methods and ADT s 109
10 2 Class Declarations I l l
10 3 Object Construction I l l
10 4 Destruction of Objects 113
10 5 Operators 114
10 6 User-Defined Conversion 115
10 7 Advanced Methods and Constructors 116
10 8 VectorClass 117
10 9 Class Design 119
11 Representation of Signals 121
11 1 Array Class 121
11 2 Templates 123
11 3 Images 125
11 4 External Data Formats 127
11 5 Binary Images 127
11 6 Color Images 128
11 7 Subimages 130
11 8 Matrix Operations * 131
11 9 Speech Signal Class 133
12 Fourier Transform 135
12 1 Introductory Considerations 135
12 2 Fourier Series 136
12 3 Fourier Transform 138
12 4 Discrete Fourier Transform 142
12 5 Complex Number Class 143
12 6 Inverse Discrete Fourier Transform 144
12 7 Fourier Transforms of Speech Signals 146
12 8 Fast Fourier Transform 147
12 9 2-D Fourier Transform 148
13 Inheritance for Classes 153
13 1 Motivation and Syntax 153
X CONTENTS
13 2 Base Class Access • 154
13 3 Construction and Destruction • 155
13 4 Pointer to Objects 156
13 5 Virtual Functions 157
13 6 Abstract Classes 159
13 7 Image Class Hierarchy 160
13 8 Multiple Inheritance 161
13 9 Implementation Issues 162
14 Edge Images 165
• 14 1 Strategies 165
•14 2 Discrete Derivatives of Intensity Functions 166
14 3 Mask Operators 168
14 4 Discrete Directions 169
vl4 5 Edge Class 171
14 6 Edge Images 172
14 7 Robert s Cross 173
14 8 Second Derivative 173
14 9 Color Edge Operators 175
15 Class Libraries 179
15 1 Stream Input and Output 179
15 2 National Institutes of Health Class Library 181
15 3 Static Class Members 182
15 4 Input and Output for Objects 184
15 5 NIHCL Application Classes 186
15 6 NIHCL Collection Classes 188
15 7 Memory Allocation 189
15 8 Standard Template Library 192
15 9 Templates vs Inheritance 192
CONTENTS XI
PartIII Object-Oriented Image Processing 195
16 Hierarchy of Picture Processing Objects 197
16 1 General Structure 197
16 2 HIPPOS Object 198
16 3 Images and Matrices 199
16 4 Chain Code Class 200
16 5 Edges 202
16 6 Polygon Representation 204
16 7 Atomic Objects 205
16 8 Segmentation Objects : 206
16 9 External Representation 208
17 An Image Analysis System 211
17 1 Data Flow 211
17 2 Design of ANIMALS 211
17 3 Display and Capture 212
17 4 Geometric Distortions 214
17 5 Polymorphic Image Processing 215
17 6 Efficiency 217
17 7 Command Line Options 217
17 8 Graphical User Interfaces 219
17 9 Image Segmentation Program 219
18 Synthetic Signals and Images 223
18 1 Synthetic Sound 223
18 2 Geometric Patterns 224
18 3 Examples in C++ 225
18 4 Pixel Noise 225
18 5 Gaussian Noise • 226
18 6 Salt-and-Pepper Noise 227
18 7 2-D Views of 3-D Polyhedral Objects 228
18 8 Single Stereo Images f 229
18 9 Textures 231
19 Filtering and Smoothing Signals 235
19 1 Linear Filters 235
19 2 Rank Order Operations 237
19 3 Edge Preserving Smoothing 238
19 4 K Nearest Neighbor Averaging 239
19 5 Conditional Average Filter 240
19 6 Linear Reconstruction 240
19 7 Elimination of Noisy Image Rows 241
19 8 Resolution Hierarchies 243
19 9 Image Operator Hierarchy 244
20 Histogram Algorithms 247
20 1 Discriminant and Least Squares Threshold 247
XII CONTENTS
20 2 Histogram Entropy Thresholding » 249
20 3 Multi-thresholding 250
20 4 Global Histogram Equalization 251
20 5 Local Histogram Equalization 252
20 6 Look up Table Transformation 253
20 7 Histogram Class 255
20 8 Color Quantization 256
20 9 Histogram Back-Projection 256
21 Edges and Lines 259
21 1 More Edge Detectors 259
21 2 Edge Thinning 261
21 3 Line Detection 265
,21 4 Hysteresis Thresholds 268
21 5 Closing of Gaps 270
21 6 Zero-Crossings in Laplace-Images 271
21 7 Hough Transform 272
21 8 Circle Detection 275
21 9 Optimal Line Detection 278
22 Chain Codes 281
22 1 Smoothing 281
22 2 Digital Linear Lines 282
22 3 Neighborhood 283
22 4 Contours in Binary Images 284
22 5 Length, Area, and Similarity 285
22 6 Intersections 287
22 7 Rotation 287
22 8 Conversion 288
22 9 Corners of Chain Codes 288
|
any_adam_object | 1 |
author | Paulus, Dietrich 1959- Hornegger, Joachim 1967- |
author_GND | (DE-588)11281610X (DE-588)114804893 |
author_facet | Paulus, Dietrich 1959- Hornegger, Joachim 1967- |
author_role | aut aut |
author_sort | Paulus, Dietrich 1959- |
author_variant | d p dp j h jh |
building | Verbundindex |
bvnumber | BV011497949 |
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callnumber-search | TK788.2.P3 |
callnumber-sort | TK 3788.2 P3 |
callnumber-subject | TK - Electrical and Nuclear Engineering |
classification_rvk | ZN 6050 |
classification_tum | DAT 358f DAT 770f DAT 714f |
ctrlnum | (OCoLC)39043376 (DE-599)BVBBV011497949 |
discipline | Informatik Elektrotechnik / Elektronik / Nachrichtentechnik |
format | Book |
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id | DE-604.BV011497949 |
illustrated | Illustrated |
indexdate | 2024-07-09T18:10:47Z |
institution | BVB |
isbn | 3528055588 |
language | German |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-007737900 |
oclc_num | 39043376 |
open_access_boolean | |
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physical | XIV, 403 S. Ill., graph. Darst. |
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record_format | marc |
series2 | Vieweg advanced studies in computer science |
spelling | Paulus, Dietrich 1959- Verfasser (DE-588)11281610X aut Pattern recognition of images and speech in C++ Dietrich W. R. Paulus ; Joachim Hornegger Braunschweig [u.a.] Vieweg 1997 XIV, 403 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Vieweg advanced studies in computer science Computergraphics gtt Patroonherkenning gtt Spraakherkenning gtt C++ (Computer programming language) Image processing Pattern perception Automatische Spracherkennung (DE-588)4003961-4 gnd rswk-swf Mustererkennung (DE-588)4040936-3 gnd rswk-swf C++ (DE-588)4193909-8 gnd rswk-swf Sprachverarbeitung (DE-588)4116579-2 gnd rswk-swf Bildverarbeitung (DE-588)4006684-8 gnd rswk-swf Objektorientierte Programmierung (DE-588)4233947-9 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 s C++ (DE-588)4193909-8 s DE-604 Mustererkennung (DE-588)4040936-3 s Bildverarbeitung (DE-588)4006684-8 s Objektorientierte Programmierung (DE-588)4233947-9 s Sprachverarbeitung (DE-588)4116579-2 s Hornegger, Joachim 1967- Verfasser (DE-588)114804893 aut Ab 2. Aufl. u.d.T. Paulus, Dietrich W. Applied pattern recognition HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007737900&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Paulus, Dietrich 1959- Hornegger, Joachim 1967- Pattern recognition of images and speech in C++ Computergraphics gtt Patroonherkenning gtt Spraakherkenning gtt C++ (Computer programming language) Image processing Pattern perception Automatische Spracherkennung (DE-588)4003961-4 gnd Mustererkennung (DE-588)4040936-3 gnd C++ (DE-588)4193909-8 gnd Sprachverarbeitung (DE-588)4116579-2 gnd Bildverarbeitung (DE-588)4006684-8 gnd Objektorientierte Programmierung (DE-588)4233947-9 gnd |
subject_GND | (DE-588)4003961-4 (DE-588)4040936-3 (DE-588)4193909-8 (DE-588)4116579-2 (DE-588)4006684-8 (DE-588)4233947-9 |
title | Pattern recognition of images and speech in C++ |
title_auth | Pattern recognition of images and speech in C++ |
title_exact_search | Pattern recognition of images and speech in C++ |
title_full | Pattern recognition of images and speech in C++ Dietrich W. R. Paulus ; Joachim Hornegger |
title_fullStr | Pattern recognition of images and speech in C++ Dietrich W. R. Paulus ; Joachim Hornegger |
title_full_unstemmed | Pattern recognition of images and speech in C++ Dietrich W. R. Paulus ; Joachim Hornegger |
title_new | Paulus, Dietrich W. Applied pattern recognition |
title_short | Pattern recognition of images and speech in C++ |
title_sort | pattern recognition of images and speech in c |
topic | Computergraphics gtt Patroonherkenning gtt Spraakherkenning gtt C++ (Computer programming language) Image processing Pattern perception Automatische Spracherkennung (DE-588)4003961-4 gnd Mustererkennung (DE-588)4040936-3 gnd C++ (DE-588)4193909-8 gnd Sprachverarbeitung (DE-588)4116579-2 gnd Bildverarbeitung (DE-588)4006684-8 gnd Objektorientierte Programmierung (DE-588)4233947-9 gnd |
topic_facet | Computergraphics Patroonherkenning Spraakherkenning C++ (Computer programming language) Image processing Pattern perception Automatische Spracherkennung Mustererkennung C++ Sprachverarbeitung Bildverarbeitung Objektorientierte Programmierung |
url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007737900&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
work_keys_str_mv | AT paulusdietrich patternrecognitionofimagesandspeechinc AT horneggerjoachim patternrecognitionofimagesandspeechinc |