Fuzzy algorithms: with applications to image processing and pattern recognition
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Singapore [u.a.]
World Scientific
1996
|
| Schriftenreihe: | Advances in fuzzy systems
10 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XII, 225 S. graph. Darst. |
| ISBN: | 9810226977 |
Internformat
MARC
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| 245 | 1 | 0 | |a Fuzzy algorithms |b with applications to image processing and pattern recognition |c Zheru Chi ; Hong Yan ; Tuan Pham |
| 264 | 1 | |a Singapore [u.a.] |b World Scientific |c 1996 | |
| 300 | |a XII, 225 S. |b graph. Darst. | ||
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| 650 | 7 | |a Traitement d'images - Techniques numériques |2 ram | |
| 650 | 4 | |a Fuzzy algorithms | |
| 650 | 4 | |a Image processing |x Digital techniques | |
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Datensatz im Suchindex
| _version_ | 1804125780470398976 |
|---|---|
| adam_text | ADVANCES IN FUZZY SYSTEMS * APPLICATIONS AND THEORY VOL. 10 FUZZV
RLGORITHMS: WITH APPLICATIONS TO IMAGE PROCESSING AND PATTERN
RECOGNITION ZHERU CHI HONG KONG POLYTECHNIC UNIVERSITY, HONG KONG HONG
YAN UNIVERSITY OF SYDNEY, AUSTRALIA TUAN PHAM UNIVERSITY OF SYDNEY,
AUSTRALIA WORLD SCIENTIFIC SINGAPORE * NEW JERSEY LONDON* HONG KONG
CONTENTS PREFACE V 1 INTRODUCTION 1 1.1 BASIC CONCEPTS OF FUZZY SETS 1
1.1.1 PROBABILITY AND FUZZINESS 1 1.1.2 FUZZY SETS 3 1.1.3 PROPERTIES OF
FUZZY SETS .. ..* 5 1.1.4 OPERATIONS ON FUZZY SETS 8 1.2 FUZZY RELATIONS
. 11 1.3 FUZZY MODELS FOR IMAGE PROCESSING AND PATTERN RECOGNITION 14 2
MEMBERSHIP FUNCTIONS 17 2.1 INTRODUCTION 17 2.2 HEURISTIC SELECTIONS .
18 2.3 CLUSTERING APPROACHES 23 2.3.1 C-MEANS CLUSTERING APPROACH . . .
24 2.3.2 LEARNING WITH ADAPTIVE VECTOR QUANTIZATION 26 2.3.3
SELF-ORGANIZING MAP APPROACH 28 2.3.4 MERGING NEIGHBORING MEMBERSHIP
FUNCTIONS 33 2.4 TUNING OF MEMBERSHIP FUNCTIONS 35 2.4.1 GRADIENT
DESCENT ALGORITHM 35 2.4.2 NEURAL NETWORK APPROACH 38 2.5 CONCLUDING
REMARKS 44 3 OPTIMAL IMAGE THRESHOLDING 45 3.1 INTRODUCTION 45 3.2
THRESHOLD SELECTION BASED ON STATISTICAL DECISION THEORY 47 3.2.1
STATISTICAL DECISION RULE 47 3.2.2 GAUSSIAN DISTRIBUTIONS 50 3.3
NON-FUZZY THRESHOLDING ALGORITHMS . . . 52 3.3.1 MODEL FITTING METHOD 52
3.3.2 OTSU S THRESHOLDING METHOD 54 3.3.3 MINIMUM ERROR THRESHOLDING
METHOD 56 CONTENTS 3.4 FUZZY THRESHOLDING ALGORITHM 57 3.4.1 FUZZY
MEMBERSHIP FUNCTIONS 57 3.4.2 THRESHOLD SELECTION BASED ON FUZZY MEASURE
58 3.4.3 FAST COMPUTATION 60 3.5 UNIFIED FORMULATION OF THREE
THRESHOLDING ALGORITHMS 61 3.5.1 ANALYTICAL FORMULATION 61 3.5.2
ANALYSIS OF COST FUNCTIONS 62 3.6 MULTILEVEL THRESHOLDING 63 3.6.1
GENERALIZATION OF MODEL FITTING METHOD 66 3.6.2 GENERALIZATION OF
NON-ITERATIVE METHODS 68 3.7 APPLICATIONS 69 3.7.1 SEGMENTATION OF
DOCUMENT IMAGES 69 3.7.2 SEGMENTATION OF BUILDING IMAGES 70 3.7.3
SEGMENTATION OF HUMAN IMAGES 71 3.8 CONCLUDING REMARKS 84 FUZZY
CLUSTERING 85 4.1 INTRODUCTION 85 4.2 C-MEANS ALGORITHM 86 4.3 FUZZY
C-MEANS ALGORITHM 87 4.4 COMPARISON BETWEEN HARD AND FUZZY CLUSTERING
ALGORITHMS 89 4.5 CLUSTER VALIDITY 91 4.6 APPLICATIONS 93 4.6.1
CHARACTERIZATION OF TISSUES IN MR IMAGES 93 4.6.2 SEGMENTATION OF
NATURAL COLOR IMAGES 95 4.6.3 FUZZY PARAMETER IDENTIFICATION 100 4.7
CONCLUDING REMARKS 106 LINE PATTERN MATCHING 109 5.1 INTRODUCTION 109
5.2 SIMILARITY MEASURES BETWEEN LINE SEGMENTS 112 5.2.1 LOCATION
SIMILARITY 112 5.2.2 ORIENTATION SIMILARITY 113 5.2.3 RELATION
SIMILARITY 114 5.3 BASIC MATCHING ALGORITHM 117 5.3.1 ENTROPY MEASURE
117 5.3.2 MATCHING COSTS 119 5.3.3 EXAMPLES 121 5.4 DEALING WITH NOISY
PATTERNS 125 5.4.1 DETECTING AND REMOVING EXTRA LINES 125 5.4.2
DETECTING AND RECOVERING MISSING LINES 127 5.4.3 SUMMARY OF MATCHING
ALGORITHMS 129 5.5 DEALING WITH ROTATED PATTERNS 129 CONTENTS XI 5.5.1
BASIC ALGORITHM 129 5.5.2 FAST ALGORITHM 131 5.6 APPLICATIONS 134 5.6.1
ON-LINE HANDWRITTEN CHINESE CHARACTER RECOGNITION 134 5.6.2 POINT
PATTERN MATCHING 134 5.7 CONCLUDING REMARKS 135 6 FUZZY RULE-BASED
SYSTEMS 139 6.1 INTRODUCTION 139 6.2 LEARNING FROM EXAMPLES 141 6.3
DECISION TREE APPROACH 145 6.3.1 DECISION TREES AND RULES 145 6.3.2
SIMPLIFIED DECISION TREES 150 6.3.3 FUZZIFIED DECISION RULES 150 6.4
FUZZY AGGREGATION NETWORK APPROACH 152 6.5 MINIMIZATION OF FUZZY RULES
153 6.5.1 MINIMIZATION BASED ON DATA CLUSTERING 156 6.5.2 MINIMIZATION
BASED ON KARNAUGH MAPS 156 6.6 DEFUZZIFICATION AND OPTIMIZATION 159
6.6.1 MAXIMUM MATCHING 160 6.6.2 MAXIMUM ACCUMULATED MATCHING 160 6.6.3
CENTROID DEFUZZIFICATION 161 6.6.4 TWO-LAYER PERCEPTRON APPROACH 161 6.7
APPLICATIONS 163 6.7.1 SEGMENTATION OF MAP IMAGES 163 6.7.2 PRINTED
UPPER-CASE ENGLISH LETTER RECOGNITION 174 6.7.3 HANDWRITTEN NUMERAL
RECOGNITION 178 6.8 CONCLUDING REMARKS 186 7 COMBINED CLASSIFIERS 189
7.1 INTRODUCTION 189 7.2 VOTING SCHEMES 190 7.3 MAXIMUM POSTERIORI
PROBABILITY 191 7.4 MULTILAYER PERCEPTRON APPROACH 192 7.5 FUZZY
MEASURES AND FUZZY INTEGRALS 192 7.5.1 FUZZY MEASURES 194 7.5.2 FUZZY
INTEGRALS *.. 195 7.5.3 A FUZZY INTEGRAL MODEL FOR CLASSIFIER FUSION 195
7.6 APPLICATIONS 197 7.6.1 OPTIMIZED NEAREST NEIGHBOR CLASSIFIER 198
7.6.2 MARKOV CHAIN-BASED CLASSIFIER 201 7.6.3 COMBINED CLASSIFIERS 204
7.7 CONCLUDING REMARKS 211 XII CONTENTS BIBLIOGRAPHY 213 INDEX 221
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| id | DE-604.BV011276199 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:07:00Z |
| institution | BVB |
| isbn | 9810226977 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-007572191 |
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| physical | XII, 225 S. graph. Darst. |
| publishDate | 1996 |
| publishDateSearch | 1996 |
| publishDateSort | 1996 |
| publisher | World Scientific |
| record_format | marc |
| series | Advances in fuzzy systems |
| series2 | Advances in fuzzy systems |
| spelling | Chi, Zheru Verfasser aut Fuzzy algorithms with applications to image processing and pattern recognition Zheru Chi ; Hong Yan ; Tuan Pham Singapore [u.a.] World Scientific 1996 XII, 225 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Advances in fuzzy systems 10 Algorithmes ram Ensembles flous ram Processamento digital de imagens larpcal Reconhecimento de padrões larpcal Reconnaissance des formes (informatique) ram Traitement d'images - Techniques numériques ram Fuzzy algorithms Image processing Digital techniques Pattern recognition systems Fuzzy-Logik (DE-588)4341284-1 gnd rswk-swf Bildverarbeitung (DE-588)4006684-8 gnd rswk-swf Bildverarbeitung (DE-588)4006684-8 s Fuzzy-Logik (DE-588)4341284-1 s DE-604 Yan, Hong Verfasser aut Pham, Tuan Verfasser aut Advances in fuzzy systems 10 (DE-604)BV010678952 10 GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007572191&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Chi, Zheru Yan, Hong Pham, Tuan Fuzzy algorithms with applications to image processing and pattern recognition Advances in fuzzy systems Algorithmes ram Ensembles flous ram Processamento digital de imagens larpcal Reconhecimento de padrões larpcal Reconnaissance des formes (informatique) ram Traitement d'images - Techniques numériques ram Fuzzy algorithms Image processing Digital techniques Pattern recognition systems Fuzzy-Logik (DE-588)4341284-1 gnd Bildverarbeitung (DE-588)4006684-8 gnd |
| subject_GND | (DE-588)4341284-1 (DE-588)4006684-8 |
| title | Fuzzy algorithms with applications to image processing and pattern recognition |
| title_auth | Fuzzy algorithms with applications to image processing and pattern recognition |
| title_exact_search | Fuzzy algorithms with applications to image processing and pattern recognition |
| title_full | Fuzzy algorithms with applications to image processing and pattern recognition Zheru Chi ; Hong Yan ; Tuan Pham |
| title_fullStr | Fuzzy algorithms with applications to image processing and pattern recognition Zheru Chi ; Hong Yan ; Tuan Pham |
| title_full_unstemmed | Fuzzy algorithms with applications to image processing and pattern recognition Zheru Chi ; Hong Yan ; Tuan Pham |
| title_short | Fuzzy algorithms |
| title_sort | fuzzy algorithms with applications to image processing and pattern recognition |
| title_sub | with applications to image processing and pattern recognition |
| topic | Algorithmes ram Ensembles flous ram Processamento digital de imagens larpcal Reconhecimento de padrões larpcal Reconnaissance des formes (informatique) ram Traitement d'images - Techniques numériques ram Fuzzy algorithms Image processing Digital techniques Pattern recognition systems Fuzzy-Logik (DE-588)4341284-1 gnd Bildverarbeitung (DE-588)4006684-8 gnd |
| topic_facet | Algorithmes Ensembles flous Processamento digital de imagens Reconhecimento de padrões Reconnaissance des formes (informatique) Traitement d'images - Techniques numériques Fuzzy algorithms Image processing Digital techniques Pattern recognition systems Fuzzy-Logik Bildverarbeitung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007572191&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV010678952 |
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