Three-Dimensional Digital Tomosynthesis: Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Electronic eBook |
| Language: | English |
| Published: |
Wiesbaden
Springer Vieweg
2014
|
| Series: | Aktuelle Forschung Medizintechnik
[14] |
| Subjects: | |
| Online Access: | UBR01 Volltext Inhaltsverzeichnis Abstract |
| Physical Description: | 1 Online-Ressource |
| ISBN: | 9783658056971 |
| DOI: | 10.1007/978-3-658-05697-1 |
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Record in the Search Index
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| adam_text | CONTENTS
1 INTRODUCTION 1
1.1 X-RAY IMAGING AND TOMOSYNTHESIS 1
1.2 CONTRIBUTION OF THIS WORK 2
1.3 OUTLINE OF THE THESIS 5
1.4 PUBLICATIONS 6
2 WHERE WE ARE TODAY: TOMOSYNTHESIS RESEARCH AND DEVELOPMENT 11
2.1 TOMOSYNTHESIS BASICS 12
2.1.1 INTRODUCTION 12
2.1.2 TOMOSYNTHESIS TECHNOLOGY 16
2.1.3 DICOM FORMAT 17
2.2 FROM RADIOSTEREOSCOPY TO DIGITAL TOMOSYNTHESIS 18
2.3 EVOLUTION OF RECONSTRUCTION ALGORITHMS 23
2.4 CT AND TOMOSYNTHESIS TODAY: PRACTICAL COMPARISON 26
2.4.1 TECHNICAL PARAMETERS 26
2.4.2 RECONSTRUCTED IMAGES 27
2.5 PROBLEMS OF LIMITED DATA TOMOGRAPHY 33
2.5.1 TYPES OF LIMITED DATA PROBLEMS 33
2.5.2 RADON TRANSFORM AND SINGULARITIES 34
2.5.3 INCOMPLETE FOURIER SPACE 36
2.5.4 TUY-SMITH SUFFICIENCY CONDITION 38
2.5.5 ARTIFACTS AND LIMITED RESOLUTION 38
HTTP://D-NB.INFO/1049606515
XVI
CONTENTS
3 FORWARD AND BACKPROJECTION MODEL (FP/BP) 43
3.1 DISCRETE IMAGE REPRESENTATION USING SERIES EXPANSION 44
3.2 PIXEL BASIS FUNCTIONS 45
3.3 FP/BP ALGORITHMS FOR PIXEL BASIS FUNCTIONS 46
3.4 KAISER-BESSEL BASIS FUNCTIONS (BLOBS) 49
3.4.1 PROPERTIES OF THE BLOBS 49
3.4.2 FINDING THE OPTIMAL PARAMETERS
A, A, M
53
3.5 FP/BP ALGORITHMS FOR BLOB BASIS FUNCTIONS 55
3.5.1 RAY TRACING THROUGH GRID OF BLOBS 55
3.5.2 LOOKUP TABLE CALCULATION 57
3.6 EFFICIENT DISTANCE-DRIVEN PROJECTOR IN 2D 58
3.6.1 GENERAL STRATEGY 58
3.6.2 UNIFICATION OF FOUR ANGULAR CASES 60
3.6.3 THE SWEEP LINE PRINCIPLE FOR PIXELS 63
3.6.4 THE SWEEP LINE PRINCIPLE FOR BLOBS 67
3.7 EFFICIENT DISTANCE-DRIVEN PROJECTOR IN 3D 69
3.7.1 GENERAL STRATEGY 69
3.7.2 UNIFICATION OF THE ANGULAR CASES 71
3.7.3 SWEEP LINE IN THREE DIMENSIONS 72
4 ITERATIVE IMAGE RECONSTRUCTION FOR TOMOSYNTHESIS 75
4.1 DISCRETE MODEL OF THE PHYSICAL SYSTEM 76
4.2 ITERATIVE RECONSTRUCTION SCHEMES 77
4.2.1 ALGEBRAIC RECONSTRUCTION 78
4.2.2 STATISTICAL RECONSTRUCTION 79
4.3 CONSIDERATIONS FOR PRACTICAL IMPLEMENTATION OF SART 82
4.3.1 HOW TO ADDRESS TOMOSYNTHESIS DATASETS: A DICTIONARY APPROACH . 82
4.3.2 MEMORY HANDLING IN MATLAB: THE BASE WORKSPACE 83
4.3.3 MEMORY COSTS 84
4.3.4 COMPUTATIONAL COMPLEXITY 86
4.4 PROJECTION ACCESS ORDER FOR SART 87
4.4.1 LITERATURE REVIEW 87
4.4.2 SEQUENTIAL ORDER 88
4.4.3 RANDOM PERMUTATION 88
4.4.4 GOLDEN RATIO 89
4.4.5 PRIME NUMBERS DECOMPOSITION (PND) 89
4.4.6 PRIME NUMBER INCREMENT (PNI) 93
CONTENTS XVII
4.4.7 MULTILEVEL SCHEME (MLS) 93
4.4.8 WEIGHTED DISTANCE SCHEME (WDS) 94
4.4.9 DATA-BASED MINIMUM TOTAL CORRELATION ORDER 94
4.4.10 SIMULATION RESULTS 95
5 BACKPROJECTED SPACE IN IMAGE RECONSTRUCTION 99
5.1 THEORY OF BACKPROJECTED SPACE 100
5.1.1 STACKGRAM REPRESENTATION IN LITERATURE 100
5.1.2 PROPERTIES OF BP-SPACE 101
5.2 A -WEIGHTING SCHEME BASED ON DISSIMILARITY 106
5.2.1 MOTIVATION FOR WEIGHTING: TOMOSYNTHESIS BLUR FORMATION 106
5.2.2 DISSIMILARITY DEGREE 108
5.2.3 WEIGHTING SCHEME 109
5.3 NON-LINEAR BACKPROJECTION WBP FOR TOMOSYNTHESIS ILL
5.3.1 INTRODUCING WEIGHTING IN THE BP OPERATOR ILL
5.3.2 DEMONSTRATION OF THE DISSIMILARITY AND WEIGHTING 114
5.3.3 RECONSTRUCTION RESULTS 117
5.4 WEIGHTED WSART FOR TOMOSYNTHESIS 120
5.4.1 INTRODUCING THE NON-LINEAR BP INTO SART 120
5.4.2 COMPUTATIONAL COMPLEXITY AND IMPLEMENTATION STRATEGY 120
5.4.3 RECONSTRUCTION RESULTS 122
5.5 WEIGHTED WSART FOR METAL ARTIFACT REDUCTION IN CT 125
5.5.1 PARAMETER 7 125
5.5.2 RECONSTRUCTION RESULTS 128
5.6 INTERPOLATION IN BP-SPACE FOR METAL ARTIFACT REDUCTION IN CT 133
5.6.1 ^-INTERPOLATION IN BP-SPACE 133
5.6.2 PRELIMINARY RESULTS 135
6 DUAL-AXIS TILT ACQUISITION GEOMETRY 137
6.1 TOMOSYNTHESIS MINI SIMULATOR 138
6.1.1 A FINGER BONE SOFTWARE PHANTOM 138
6.1.2 SIMULATION SOFTWARE 139
6.1.3 IMAGE QUALITY METRICS FOR PERFORMANCE EVALUATION 141
6.2 INFLUENCE OF THE SYSTEM ACQUISITION PARAMETERS 142
6.2.1 THE IMPACT OF THE ANGULAR RANGE 0 142
6.2.2 INFLUENCE OF THE NUMBER OF PROJECTIONS N
WO
J 146
6.2.3 INFLUENCE OF THE ANGULAR STEP SIZE A6 149
XVIII CONTENTS
6.3 A NOVEL GEOMETRY: HYBRID DUAL-AXIS TILT ACQUISITION 151
6.3.1 HOW TO ACQUIRE MORE INFORMATION OF THE OBJECT? 151
6.3.2 THEORETICAL BACKGROUND 153
6.3.3 SINGULARITIES OF RADON TRANSFORM AND LIMITED DATA 154
6.3.4 INCOMPLETE FOURIER SPACE 154
6.3.5 TUY-SMITH SUFFICIENCY CONDITION 156
6.3.6 ANGLE IN ^-DIRECTION AND RE-DISTRIBUTION OF PROJECTIONS 157
6.3.7 INFLUENCE OF NUMBER OF PROJECTIONS 159
6.4 INFLUENCE OF THE OBJECT ORIENTATION 161
7 CONCLUSIONS AND SUGGESTIONS FOR FURTHER WORK 163
8 APPENDIX: MATLAB 167
8.1 MATLAB FILE EXCHANGE 167
8.2 PUBMED TREND SEARCH 168
9 REFERENCES 169
THREE-DIMENSIONAL DIGITAL TOMOSYNTHESIS
/ LEVAKHINA, YULIA
: 2014
ABSTRACT / INHALTSTEXT
YULIA LEVAKHINA GIVES AN INTRODUCTION TO THE MAJOR CHALLENGES OF IMAGE
RECONSTRUCTION IN DIGITAL TOMOSYNTHESIS (DT), PARTICULARLY TO THE
CONNECTION OF THE RECONSTRUCTION PROBLEM WITH THE INCOMPLETENESS OF THE
DT DATASET. THE AUTHOR DISCUSSES THE FACTORS WHICH CAUSE THE FORMATION
OF LIMITED ANGLE ARTIFACTS AND PROPOSES HOW TO ACCOUNT FOR THEM IN ORDER
TO IMPROVE IMAGE QUALITY AND AXIAL RESOLUTION OF MODERN DT. THE
ADDRESSED METHODS INCLUDE A WEIGHTED NON-LINEAR BACKPROJECTION SCHEME
FOR ALGEBRAIC RECONSTRUCTION AND A NOVEL DUAL-AXIS ACQUISITION GEOMETRY.
ALL DISCUSSED ALGORITHMS AND METHODS ARE SUPPLEMENTED BY DETAILED
ILLUSTRATIONS, HINTS FOR PRACTICAL IMPLEMENTATION, PSEUDO-CODE,
SIMULATION RESULTS AND REAL PATIENT CASE EXAMPLES. CONTENTS FORWARD
AND BACKPROJECTION MODEL ITERATIVE IMAGE RECONSTRUCTION FOR
TOMOSYNTHESIS BACKPROJECTED SPACE IN IMAGE RECONSTRUCTION DUAL-AXIS TILT
ACQUISITION GEOMETRY TARGET GROUPS ACADEMICS AND PRACTITIONERS IN THE
FIELDS OF COMPUTER SCIENCE, X-RAY IMAGING, COMPUTED TOMOGRAPHY,
TOMOSYNTHESIS, ITERATIVE IMAGE RECONSTRUCTION AND MEDICAL IMAGING;
RADIOLOGISTS AND PHYSICIANS. THE AUTHOR YULIA LEVAKHINA EARNED HER
DOCTORAL DEGREE AT THE INSTITUTE OF MEDICAL ENGINEERING, UNIVERSITY OF
LUEBECK, UNDER THE SUPERVISION OF PROF. THORSTEN M. BUZUG. SHE WORKS AT
A LEADING INNOVATOR COMPANY AMONG CT MANUFACTURERS, WHERE SHE IS
RESPONSIBLE FOR THE RESEARCH AND DEVELOPMENT OF IMAGE RECONSTRUCTION
ALGORITHMS FOR HIGH-PERFORMANCE AND PRECISE CT SCANNERS. THE EDITOR
THE SERIES AKTUELLE FORSCHUNG MEDIZINTECHNIK IS EDITED BY THORSTEN M.
BUZUG.
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
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| spelling | Levakhina, Yulia Verfasser aut Three-Dimensional Digital Tomosynthesis Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry Yulia Levakhina Wiesbaden Springer Vieweg 2014 1 Online-Ressource txt rdacontent c rdamedia cr rdacarrier Aktuelle Forschung Medizintechnik [14] Zugl.: Lübeck, Univ., Diss., 2013 Artefaktunterdrückung (DE-588)1052832407 gnd rswk-swf Dreidimensionale Rekonstruktion (DE-588)4150634-0 gnd rswk-swf Tomosynthese (DE-588)4185644-2 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Tomosynthese (DE-588)4185644-2 s Dreidimensionale Rekonstruktion (DE-588)4150634-0 s Artefaktunterdrückung (DE-588)1052832407 s DE-604 Erscheint auch als Druck-Ausgabe, Paperback 978-3-658-05696-4 Aktuelle Forschung Medizintechnik [14] (DE-604)BV040878770 14 https://doi.org/10.1007/978-3-658-05697-1 Verlag Volltext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027291181&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027291181&sequence=000005&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Levakhina, Yulia Three-Dimensional Digital Tomosynthesis Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry Aktuelle Forschung Medizintechnik Artefaktunterdrückung (DE-588)1052832407 gnd Dreidimensionale Rekonstruktion (DE-588)4150634-0 gnd Tomosynthese (DE-588)4185644-2 gnd |
| subject_GND | (DE-588)1052832407 (DE-588)4150634-0 (DE-588)4185644-2 (DE-588)4113937-9 |
| title | Three-Dimensional Digital Tomosynthesis Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry |
| title_auth | Three-Dimensional Digital Tomosynthesis Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry |
| title_exact_search | Three-Dimensional Digital Tomosynthesis Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry |
| title_full | Three-Dimensional Digital Tomosynthesis Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry Yulia Levakhina |
| title_fullStr | Three-Dimensional Digital Tomosynthesis Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry Yulia Levakhina |
| title_full_unstemmed | Three-Dimensional Digital Tomosynthesis Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry Yulia Levakhina |
| title_short | Three-Dimensional Digital Tomosynthesis |
| title_sort | three dimensional digital tomosynthesis iterative reconstruction artifact reduction and alternative acquisition geometry |
| title_sub | Iterative Reconstruction, Artifact Reduction and Alternative Acquisition Geometry |
| topic | Artefaktunterdrückung (DE-588)1052832407 gnd Dreidimensionale Rekonstruktion (DE-588)4150634-0 gnd Tomosynthese (DE-588)4185644-2 gnd |
| topic_facet | Artefaktunterdrückung Dreidimensionale Rekonstruktion Tomosynthese Hochschulschrift |
| url | https://doi.org/10.1007/978-3-658-05697-1 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027291181&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027291181&sequence=000005&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV040878770 |
| work_keys_str_mv | AT levakhinayulia threedimensionaldigitaltomosynthesisiterativereconstructionartifactreductionandalternativeacquisitiongeometry |