Statistical image processing of medical ultrasound radio frequency data:
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| Main Author: | |
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| Format: | Thesis Book |
| Language: | English |
| Published: |
2012
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| Subjects: | |
| Online Access: | Volltext https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20121218-1100919-0-1 Inhaltsverzeichnis |
| Physical Description: | XI, 188 S. Ill., graph. Darst. |
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Record in the Search Index
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|---|---|
| adam_text | IMAGE 1
CONTENTS
ABSTRACT III
ZUSAMMENFASSUNG V
ACKNOWLEDGMENTS VII
CONTENTS IX
CONTENTS IX
1 INTRODUCTION 3
1.1 MAIN TOPICS 5
1.2 CONTRIBUTIONS 7
1.3 THESIS OUTLINE 8
2 FUNDAMENTALS OF ULTRASOUND 11
2.1 BRIEF HISTORY OF ULTRASOUND 11
2.2 ULTRASOUND PHYSICS 14
2.3 IMAGE FORMATION 19
2.4 ULTRASOUND IMAGE STATISTICS 24
2.4.1 DISTRIBUTIONS FOR BASIC SCATTERING SCENARIOS 26
2.4.2 FURTHER STATISTICAL MODELS FOR RF DATA 29
2.4.3 STATISTICAL MODELS FOR B-MODE 33
3 2D ANALYTICAL SIGNAL 35
3.1 INTRODUCTION 35
3.2 2D ANALYTIC SIGNAL 37
3.2.1 STRUCTURAL AND GEOMETRICAL FEATURES . 38
3.2.2 FREQUENCY SELECTION 40
3.3 2D ANALYTIC SIGNAL ON RF DATA 41
3.3.1 ENVELOPE AND B-MODE RESULTS 43
3.3.2 ANALYSIS OF ENVELOPE STATISTICS 44
3.4 2D ANALYTIC SIGNAL ON B-MODE IMAGES 53
3.5 CONCLUSION 54
IX
HTTP://D-NB.INFO/1037418352
IMAGE 2
CONTENTS
4 2D TEXTURE MODELING 55
4.1 INTRODUCTION 55
4.2 RELATED WORK 57
4.3 MARKOV RANDOM FIELD MODEL 58
4.3.1 RANDOM FIELD PRELIMINARIES 58
4.3.2 MARKOV RANDOM FIELDS 60
4.3.3 GIBBS RANDOM FIELDS 60
4.3.4 AUTO-MODELS 61
4.3.5 AUTO-NAKAGAMI 63
4.3.6 PARAMETER ESTIMATION 64
4.3.7 TEXTURE SYNTHESIS 67
4.4 MARKOV RANDOM FIELD DESCRIPTOR FOR RF ULTRASOUND 70
4.4.1 GENERAL BACKGROUND 70
4.4.2 METHOD 70
4.4.3 DISTBOOST 71
4.4.4 RESULTS 73
4.4.5 CONCLUSION 75
4.5 LOCAL BINARY PATTERN 76
4.6 SHADOW DETECTION IN ULTRASOUND RF DATA 79
4.6.1 METHOD 80
4.6.2 CONFIDENCE MAPS 82
4.6.3 HIGH REFLECTION INTERFACE SEGMENTATION 85
4.6.4 MAP-MRF 86
4.6.5 ENERGY MINIMIZATION VIA GRAPH CUTS 87
4.6.6 EXPECTATION MAXIMIZATION FOR GAUSSIAN MIXTURE 88 4.6.7 GENERAL
VIEW OF EXPECTATION MAXIMIZATION 92
4.6.8 RF SHADOW DESCRIPTOR 94
4.6.9 SHADOW CLASSIFICATION 96
4.6.10 RESULTS 97
4.6.11 CONCLUSION 98
5 ULTRASOUND SIMILARITY MEASURES 101
5.1 INTRODUCTION 101
5.2 RELATED WORK 103
5.3 HYBRID LOCAL BINARY PATTERNS 104
5.3.1 METHOD 104
5.3.2 GAMMA HELLINGER DISTANCE METRIC 104
5.3.3 HYBRID SIMILARITY MEASURE 107
5.3.4 EXPERIMENTS 108
5.3.5 CONCLUSION 110
5.4 LOCALLY ADAPTIVE NAKAGAMI-BASED ULTRASOUND SIMILARITY MEASURESLLL
5.4.1 RF DATA I L L
5.4.2 MAXIMUM LIKELIHOOD ULTRASOUND REGISTRATION I L L
5.4.3 ULTRASOUND LIKELIHOOD FUNCTIONS I L L
5.4.4 BIVARIATE NAKAGAMI 114
5.4.5 PARAMETER ESTIMATION 115
5.4.6 EXPERIMENTS 117
X
IMAGE 3
CONTENTS
5.4.7 CONCLUSION 120
6 3D FREEHAND ULTRASOUND 121
6.1 INTRODUCTION 121
6.2 RELATED WORK 123
6.3 BACKWARD-WARPING RECONSTRUCTION 125
6.3.1 INTENSITY RECONSTRUCTION METHODS 127
6.4 APPLICATION IN NEUROLOGY 129
6.4.1 BRIEF OVERVIEW OF BRAIN ANATOMY 129
6.4.2 3D FREEHAND ULTRASOUND FOR NEUROLOGY 130
6.5 CONFIDENCE WEIGHTED RECONSTRUCTION 134
6.5.1 METHOD 134
6.5.2 RESULTS 135
6.5.3 CONCLUSION 136
6.6 MIXTURE MODELING OF MULTI-VIEW 3D RF ULTRASOUND 139
6.6.1 FREEHAND 3D RF DATA 139
6.6.2 MIXTURE MODEL MOTIVATION 139
6.6.3 MIXTURE OF NAKAGAMI 140
6.6.4 REGISTRATION 143
6.6.5 RECONSTRUCTION 145
6.6.6 RESULTS 146
6.6.7 CONCLUSION 147
7 CONCLUSION 151
8 PERSPECTIVES 153
9 LIST OF FIGURES 157
BIBLIOGRAPHY 165
XI
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| dewey-ones | 610 - Medicine and health 004 - Computer science |
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| dewey-search | 610 004 |
| dewey-sort | 3610 |
| dewey-tens | 610 - Medicine and health 000 - Computer science, information, general works |
| discipline | Informatik Medizintechnik Medizin |
| format | Thesis Book |
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| spelling | Klein, Tassilo Johannes Verfasser aut Statistical image processing of medical ultrasound radio frequency data Tassilo Johannes Klein 2012 XI, 188 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier München, Techn. Univ., Diss., 2012 Sonogramm (DE-588)4383673-2 gnd rswk-swf Registrierung Bildverarbeitung (DE-588)4778903-7 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Registrierung Bildverarbeitung (DE-588)4778903-7 s Sonogramm (DE-588)4383673-2 s DE-604 Erscheint auch als Online-Ausgabe urn:nbn:de:bvb:91-diss-20121218-1100919-0-1 http://mediatum.ub.tum.de/node?id=1100919 Verlag kostenfrei Volltext https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20121218-1100919-0-1 Resolving-System DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025932510&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Klein, Tassilo Johannes Statistical image processing of medical ultrasound radio frequency data Sonogramm (DE-588)4383673-2 gnd Registrierung Bildverarbeitung (DE-588)4778903-7 gnd |
| subject_GND | (DE-588)4383673-2 (DE-588)4778903-7 (DE-588)4113937-9 |
| title | Statistical image processing of medical ultrasound radio frequency data |
| title_auth | Statistical image processing of medical ultrasound radio frequency data |
| title_exact_search | Statistical image processing of medical ultrasound radio frequency data |
| title_full | Statistical image processing of medical ultrasound radio frequency data Tassilo Johannes Klein |
| title_fullStr | Statistical image processing of medical ultrasound radio frequency data Tassilo Johannes Klein |
| title_full_unstemmed | Statistical image processing of medical ultrasound radio frequency data Tassilo Johannes Klein |
| title_short | Statistical image processing of medical ultrasound radio frequency data |
| title_sort | statistical image processing of medical ultrasound radio frequency data |
| topic | Sonogramm (DE-588)4383673-2 gnd Registrierung Bildverarbeitung (DE-588)4778903-7 gnd |
| topic_facet | Sonogramm Registrierung Bildverarbeitung Hochschulschrift |
| url | http://mediatum.ub.tum.de/node?id=1100919 https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20121218-1100919-0-1 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025932510&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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