Pattern recognition for medical imaging:
Gespeichert in:
| Beteilige Person: | |
|---|---|
| Format: | Buch |
| Sprache: | Englisch |
| Veröffentlicht: |
Amsterdam [u.a.]
Elsevier Academic Press
2004
|
| Schlagwörter: | |
| Links: | http://www.loc.gov/catdir/toc/els041/2003058316.html http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010535082&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Beschreibung: | Includes bibliographical references (p. 367-382) and index |
| Umfang: | XXII, 386 S. Ill., graph. Darst. |
| ISBN: | 0124932908 |
Internformat
MARC
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| 100 | 1 | |a Meyer-Bäse, Anke |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Pattern recognition for medical imaging |c Anke Meyer-Bäse |
| 264 | 1 | |a Amsterdam [u.a.] |b Elsevier Academic Press |c 2004 | |
| 300 | |a XXII, 386 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 500 | |a Includes bibliographical references (p. 367-382) and index | ||
| 650 | 4 | |a Mathematik | |
| 650 | 4 | |a Diagnostic Imaging |x methods | |
| 650 | 4 | |a Diagnostic imaging |x Mathematics | |
| 650 | 4 | |a Image Processing, Computer-Assisted | |
| 650 | 4 | |a Image processing |x Mathematics | |
| 650 | 4 | |a Imaging systems in medicine | |
| 650 | 4 | |a Mathematical Computing | |
| 650 | 4 | |a Pattern Recognition, Automated | |
| 650 | 4 | |a Pattern recognition systems | |
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| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-010535082 | |
Datensatz im Suchindex
| DE-BY-TUM_call_number | 0102 MED 385f 2006 A 2381 |
|---|---|
| DE-BY-TUM_katkey | 1538672 |
| DE-BY-TUM_location | 01 |
| DE-BY-TUM_media_number | 040020292488 |
| _version_ | 1821934061525925888 |
| adam_text | CONTENTS
DEDICATION v
PREFACE xvii
ACKNOWLEDGMENTS xxi
I
INTRODUCTION
1.1. Microscopic Image Analysis 2
1.2. Macroscopic Image Analysis 4
II
FEATURE SELECTION AND EXTRACTION
2.1. Introduction 14
2.2. Role of Feature Selection and Extraction 15
2.3. Preliminary Notations 17
2.4. Feature Extraction Methods 17
2.5. Feature Selection Methods 41
; VII
l
3
Viii CONTENTS
III
SUBBAND CODING AND WAVELET TRANSFORM
3.1. Introduction 50
3.2. The Theory of Subband Coding 51
3.3. The Wavelet Transform 65
3.4. The Discrete Wavelet Transformation 73
3.5. Multiscale Signal Decomposition 75
3.6. Overview: Types of Wavelet Transforms 91
IV
THE WAVELET TRANSFORM IN MEDICAL
IMAGING
4.1. Introduction 97
4.2. The Two Dimensional Discrete Wavelet Transform 98
4.3. Biorthogonal Wavelets and Filter Banks 100
4.4. Applications 105
V
GENETIC ALGORITHMS
5.1. Introduction 121
5.2. Encoding and Optimization Problems 122
5.3. The Canonical Genetic Algorithm 123
5.4. Optimization of a Simple Function 127
5.5. Theoretical Aspects of Genetic Algorithms 130
5.6. Feature Selection Based on Genetic Algorithms 133
VI
STATISTICAL AND SYNTACTIC PATTERN
RECOGNITION
6.1. Introduction 136
6.2. Learning Paradigms in Statistical Pattern Recognition 137
6.3. Parametric Estimation Methods 139
6.4. Nonparametric Estimation Methods 148
6.5. Binary Decision Trees 154
6.6. Syntactic Pattern Recognition 156
CONTENTS ix
6.7. Diagnostic Accuracy Measured by ROC Curves 167
6.8. Application of Statistical Classification Methods 171
6.9. Application of Syntactic Pattern Recognition 177
VII
FOUNDATIONS OF NEURAL NETWORKS
7.1. Introduction 186
7.2. Multilayer Perceptron (MLP) 189
7.3. Self Organizing Neural Networks 197
7.4. Radial Basis Neural Networks (RBNN) 204
7.5. Transformation Radial Basis Neural Networks 215
7.6. Hopfield Neural Networks 219
7.7. Comparing Pattern Recognition Methods 221
7.8. Pixel Labeling Using Neural Networks 223
7.9. Classification Strategies for Medical Images 225
7.10. Classifier Evaluation Techniques 228
VIII
TRANSFORMATION AND SIGNAL SEPARATION
NEURAL NETWORKS
8.1. Introduction 234
8.2. Neurodynamical Aspects of Neural Networks 235
8.3. PCA Type Neural Networks 241
8.4. ICA Type Neural Networks 254
IX
NEURO FUZZY CLASSIFICATION
9.1. Introduction 282
9.2. Fuzzy Sets 283
9.3. Neuro Fuzzy Integration 285
9.4. Fuzzy Neural Network 287
9.5. Fuzzy Clustering 288
9.6. Comparison of Fuzzy Clustering versus PCA for fMRI 309
9.7. Fuzzy Algorithms for LVQ 311
X CONTENTS
X
SPECIALIZED NEURAL NETWORKS RELEVANT
TO BIOIMAGING
10.1. Introduction 318
10.2. Basic Aspects 319
10.3. Convolution Neural Networks (CNNs) 322
10.4. Hierarchical Pyramid Neural Networks 325
10.5. Problem Factorization 327
10.6. Modified Hopfield Neural Network 328
10.7. Hopfield Neural Network Using a Priori Information 332
10.8. Tumor Boundary Detection 336
10.9. Cascaded Self Organized Neural Network 341
XI
NEURAL BASED COMPUTER AIDED DIAGNOSIS
SYSTEMS IN BREAST CANCER DETECTION
11.1. Introduction 346
11.2. Segmentation of Mass and Normal Breast Tissue 349
11.3. Classification of Mass and Normal Breast Tissue 354
11.4. CAD System for Mass Detection 357
11.5. Microcalcification Analysis System 360
11.6. CAD System for Microcalcification Detection 363
REFERENCES 367
INDEX 383
|
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| author | Meyer-Bäse, Anke |
| author_facet | Meyer-Bäse, Anke |
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| callnumber-raw | R857.O6 |
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| dewey-full | 616.07/54 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 616 - Diseases |
| dewey-raw | 616.07/54 |
| dewey-search | 616.07/54 |
| dewey-sort | 3616.07 254 |
| dewey-tens | 610 - Medicine and health |
| discipline | Informatik Medizin |
| format | Book |
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| id | DE-604.BV017487623 |
| illustrated | Illustrated |
| indexdate | 2024-12-20T11:19:54Z |
| institution | BVB |
| isbn | 0124932908 |
| language | English |
| lccn | 2003058316 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-010535082 |
| oclc_num | 52929905 |
| open_access_boolean | |
| owner | DE-29T DE-91G DE-BY-TUM DE-526 |
| owner_facet | DE-29T DE-91G DE-BY-TUM DE-526 |
| physical | XXII, 386 S. Ill., graph. Darst. |
| publishDate | 2004 |
| publishDateSearch | 2004 |
| publishDateSort | 2004 |
| publisher | Elsevier Academic Press |
| record_format | marc |
| spellingShingle | Meyer-Bäse, Anke Pattern recognition for medical imaging Mathematik Diagnostic Imaging methods Diagnostic imaging Mathematics Image Processing, Computer-Assisted Image processing Mathematics Imaging systems in medicine Mathematical Computing Pattern Recognition, Automated Pattern recognition systems Medizin (DE-588)4038243-6 gnd Bildverarbeitung (DE-588)4006684-8 gnd Mustererkennung (DE-588)4040936-3 gnd |
| subject_GND | (DE-588)4038243-6 (DE-588)4006684-8 (DE-588)4040936-3 |
| title | Pattern recognition for medical imaging |
| title_auth | Pattern recognition for medical imaging |
| title_exact_search | Pattern recognition for medical imaging |
| title_full | Pattern recognition for medical imaging Anke Meyer-Bäse |
| title_fullStr | Pattern recognition for medical imaging Anke Meyer-Bäse |
| title_full_unstemmed | Pattern recognition for medical imaging Anke Meyer-Bäse |
| title_short | Pattern recognition for medical imaging |
| title_sort | pattern recognition for medical imaging |
| topic | Mathematik Diagnostic Imaging methods Diagnostic imaging Mathematics Image Processing, Computer-Assisted Image processing Mathematics Imaging systems in medicine Mathematical Computing Pattern Recognition, Automated Pattern recognition systems Medizin (DE-588)4038243-6 gnd Bildverarbeitung (DE-588)4006684-8 gnd Mustererkennung (DE-588)4040936-3 gnd |
| topic_facet | Mathematik Diagnostic Imaging methods Diagnostic imaging Mathematics Image Processing, Computer-Assisted Image processing Mathematics Imaging systems in medicine Mathematical Computing Pattern Recognition, Automated Pattern recognition systems Medizin Bildverarbeitung Mustererkennung |
| url | http://www.loc.gov/catdir/toc/els041/2003058316.html http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010535082&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT meyerbaseanke patternrecognitionformedicalimaging |
Inhaltsverzeichnis
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Teilbibliothek Mathematik & Informatik
| Signatur: |
0102 MED 385f 2006 A 2381
Lageplan |
|---|---|
| Exemplar 1 | Ausleihbar Am Standort |