Data and knowledge engineering for medical image and sensor data:
Gespeichert in:
| 1. Verfasser: | |
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| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
2011
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| Schlagworte: | |
| Online-Zugang: | Volltext https://nbn-resolving.org/urn:nbn:de:bvb:19-151051 Inhaltsverzeichnis |
| Beschreibung: | XVI, 221 S. Ill., graph. Darst. |
Internformat
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| 245 | 1 | 0 | |a Data and knowledge engineering for medical image and sensor data |c von Franz Graf |
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| 300 | |a XVI, 221 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
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| 502 | |a München, Univ., Diss., 2012 | ||
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| 999 | |a oai:aleph.bib-bvb.de:BVB01-025493578 | ||
Datensatz im Suchindex
| _version_ | 1804149792887013376 |
|---|---|
| adam_text | IMAGE 1
CONTENTS XI
C O N T E N T S
ZUSAMMENFASSUNG VII
ABSTRACT VIII
I PRELIMINARIES 1
1 INTRODUCTION 3
1.1 MEDICAL IMAGING 3
1.2 SENSOR DATA 4
1.3 INDEXING 5
2 OUTLINE O F THE THESIS 7
II M E D I C A L I M A G I N G 9
3 INTRODUCTION 11
4 SLICE LOCALIZATION 19
4.1 USE CASES 19
4.2 PROBLEM DESCRIPTION 22
4.3 RELATED WORK 24
4.4 MUTLI REPRESENTED DESCRIPTOR 25
HTTP://D-NB.INFO/1030445729
IMAGE 2
XII CONTENTS
4.4.1 INTRODUCTION 25
4.4.2 FEATURE EXTRACTION 27
4.4.3 LOCALIZATION 32
4.5 RADIAL DESCRIPTOR 34
4.5.1 INTRODUCTION 34
4.5.2 FEATURE EXTRACTION 35
4.5.3 LOCALIZATION 40
4.6 3D DETECTION 41
4.6.1 INTRODUCTION 41
4.6.2 3D FEATURES 42
4.6.3 PREDICTION 43
4.7 EVALUATION 44
4.7.1 DATA SET 44
4.7.2 ANNOTATION 46
4.7.3 MULTI REPRESENTED DESCRIPTOR 47
4.7.4 RADIAL DESCRIPTOR 54
4.7.5 3D DETECTION 62
5 VERTEBRA DETECTION 65
5.1 INTRODUCTION 65
5.2 RELATED WORK 67
5.3 STATIC DETECTION 67
5.3.1 INTRODUCTION 67
5.3.2 ALGORITHM 69
5.3.3 REFINEMENT 75
5.3.4 PERFORMANCE TUNING 76
5.4 WEIGHTED DETECTION WITH DYNAMIC RESIZE 76
5.4.1 INTRODUCTION 76
5.4.2 ALGORITHM 77
IMAGE 3
CONTENTS XIII
5.5 EVALUATION 85
5.5.1 DATA SET 85
5.5.2 STATIC DETECTION 87
5.5.3 WEIGHTED DETECTION WITH DYNAMIC RESIZE 96
III M E D I C A L SENSOR D A T A 105
6 INTRODUCTION 107
7 ACTIVITY RECOGNITION 111
7.1 INTRODUCTION I L L
7.2 RELATED WORK 112
7.3 FEATURE EXTRACTION 114
7.3.1 SIGNAL RECONSTRUCTION 114
7.3.2 SEGMENTATION 115
7.3.3 FEATURE EXTRACTION 117
7.3.4 LINEAR DISCRIMINANT ANALYSIS 122
7.4 CLASSIFICATION 123
7.4.1 CLASSIFYING FEATURES 123
7.4.2 RECLASSIFICATION 123
7.5 EXPERIMENTS 124
7.5.1 DATA 124
7.5.2 EVALUATION 125
8 KNOWING : A GENERIC DATA ANALYSIS APPLICATION 129
8.1 INTRODUCTION 129
8.2 ARCHITECTURE 132
8.2.1 D A T A S T O R A G E 132
8.2.2 DATA MINING 133
8.2.3 USER INTERFACE 135
IMAGE 4
XIV CONTENTS
8.2.4 MODULARITY 135
8.3 MEDMON 135
I V I N D E X I N G 139
9 INTRODUCTION 141
10 B E Y O N D - UNLEASHING B O N D 145
10.1 INTRODUCTION 145
10.2 BOND REVISITED 148
10.3 BEYOND BOND 150
10.3.1 SUB CUBES 152
10.3.2 MBR CACHING 154
10.3.3 EXPERIMENTS 155
11 IMPACT O F SOLID STATE DRIVES O N SPATIAL INDEXING 161
11.1 INTRODUCTION 161
11.2 RELATED WORK 164
11.3 CHANGES IN THE ACCESS PATH 165
11.3.1 CACHING 165
11.3.2 NEW STORAGE MEDIA 166
11.4 EVALUATION 169
11.4.1 DATASETS 169
11.4.2 HARDWARE 169
11.4.3 SOFTWARE 170
11.5 EXPERIMENTAL RESULTS 171
11.5.1 SYSTEM LOAD AND STORAGE DEVICE UTILIZATION 172
11.5.2 IMPACT OF THE PAGE SIZE 174
11.5.3 QUERY SIZE 175
11.5.4 DIMENSIONALITY 176
IMAGE 5
CONTENTS
X V
V CONCLUSIONS 1 7 9
12 SUMMARY 181
12.1 PRELIMINARIES 181
12.2 MEDICAL IMAGING (PART II) 182
12.3 MEDICAL SENSOR DATA (PART III) 183
12.4 INDEXING (PART IV) 184
13 FUTURE DIRECTIONS 187
13.1 MEDICAL IMAGING 187
13.2 MEDICAL SENSOR DATA 189
13.3 INDEXING 190
IMAGE LICENSES 191
LIST O F FIGURES 193
LIST O F TABLES 195
LIST O F ALGORITHMS 197
REFERENCES 197
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| spelling | Graf, Franz Verfasser aut Data and knowledge engineering for medical image and sensor data von Franz Graf 2011 XVI, 221 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier München, Univ., Diss., 2012 (DE-588)4113937-9 Hochschulschrift gnd-content Erscheint auch als Online-Ausgabe urn:nbn:de:bvb:19-151051 http://edoc.ub.uni-muenchen.de/15105/ Verlag kostenfrei Volltext https://nbn-resolving.org/urn:nbn:de:bvb:19-151051 Resolving-System DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025493578&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Graf, Franz Data and knowledge engineering for medical image and sensor data |
| subject_GND | (DE-588)4113937-9 |
| title | Data and knowledge engineering for medical image and sensor data |
| title_auth | Data and knowledge engineering for medical image and sensor data |
| title_exact_search | Data and knowledge engineering for medical image and sensor data |
| title_full | Data and knowledge engineering for medical image and sensor data von Franz Graf |
| title_fullStr | Data and knowledge engineering for medical image and sensor data von Franz Graf |
| title_full_unstemmed | Data and knowledge engineering for medical image and sensor data von Franz Graf |
| title_short | Data and knowledge engineering for medical image and sensor data |
| title_sort | data and knowledge engineering for medical image and sensor data |
| topic_facet | Hochschulschrift |
| url | http://edoc.ub.uni-muenchen.de/15105/ https://nbn-resolving.org/urn:nbn:de:bvb:19-151051 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025493578&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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