Contributions to the automated segmentation of brain tumors in magnetic resonance images:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English German |
| Published: |
Berlin
Logos-Verl.
2000
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Zugl.: Erlangen-Nürnberg, Univ., Diss., 2000. - Zsfassung in dt. Sprache |
| Physical Description: | Getr. Zählung Ill., graph. Darst. : 21 cm |
| ISBN: | 3897225433 |
Staff View
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| 245 | 1 | 0 | |a Contributions to the automated segmentation of brain tumors in magnetic resonance images |c von Michael Kaus |
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Record in the Search Index
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| adam_text | Contents
1 Introduction 1
2 State of the Art 5
2.1 Medical Applications 5
2.2 Magnetic Resonance Imaging (MRI): Basic Principles and Properties 9
2.2.1 Conceptual Overview 9
2.2.2 Image Artifacts and Limitations 10
2.2.3 Features of the Application to the Pathologic Brain 11
2.3 Segmentation of Magnetic Resonance Images of the Brain 12
2.3.1 Introduction 12
2.3.2 Signal Intensity Driven Segmentation with Statistical Classifiers 13
2.3.3 Template Driven Segmentation 14
2.3.4 Segmentation of Brain Tumors 18
2.4 Non linear Registration of Medical Images 18
2.4.1 Introduction 18
2.4.2 Point based Similarity Measure Methods 20
2.4.3 Surface based Similarity Measure Methods 20
2.4.4 Volume based Similarity Measure Methods 21
2.5 Conclusion 24
3 Outline and Original Contributions 27
4 Segmentation of MRI of Brain Tumors 31
4.1 Appearance of Brain Tumors in MRI 31
4.1.1 Brain Tumors in MRI 31
4.1.2 Brain Tumors in MRI for 3D Model Generation 33
4.2 ATMC Adaptive Template Moderated Classification 35
4.2.1 The k Nearest Neighbor Algorithm 36
4.2.2 Integration of Anatomical Knowledge and Statistical Classifi¬
cation 37
4.2.3 Model of Anatomical Localization 39
4.2.4 Dynamic Prototypes 40
4.3 Design of ATMC for Segmentation of Brain Tumors in MRI 41
4.3.1 Segmentation Strategy 41
4.3.2 Initialization 42
iii
iv CONTENTS
4.3.3 Local Strategies for the Refinement of Segmented
Structures 46
4.3.4 Segmentation of Structures present in the Atlas 47
4.3.5 Segmentation of Pathology: Meningiomas and Low Grade
Gliomas 48
4.4 Illustrative Results 52
4.5 Conclusion 53
5 Non linear Registration of Medical Images for ATMC 57
5.1 Optical Flow 58
5.1.1 Optical Flow for 3D Medical Image Registration 58
5.1.2 Estimation of Optical Flow 58
5.1.3 Regularization 59
5.1.4 Adaptive Template Matching 60
5.2 3D Adaptive Regularization 62
5.2.1 Controlled Continuity 62
5.2.2 Numerical Solution with Multigrid Techniques 65
5.3 Comparison of the two Optical Flow Models 68
5.4 N channel Probabilistic Similarity Measure 75
5.4.1 Separation of Labeled Images into N Channels 75
5.4.2 Probabilistic Similarity Measure 76
5.5 Illustrative Results 77
5.6 Conclusion 80
6 Applications 81
6.1 Segmentation of Brain Tumors in MRI:
Meningiomas and Low Grade Gliomas 81
6.1.1 Accuracy Analysis 82
6.1.2 Reproducibility Analysis 88
6.1.3 Conclusion 91
6.2 Non linear Registration of a Digital Anatomical Atlas to Individual
MRI Datasets 91
6.2.1 Accuracy Analysis with Synthetic Image Data 93
6.2.2 Accuracy Analysis with Clinical Image Data 93
6.2.3 Discussion 101
6.2.4 Conclusion 102
6.3 Segmentation of White Matter Tract in Magnetic Resonance Images
of Brain Tumor Patients 103
7 Conclusion 107
7.1 Summary 108
7.2 Future Work 108
Appendix 111
A Normal and pathologic Brain 111
V
B List of frequently used Abbreviations 113
C Discretization of the Optical Flow PDE 114
D Generation of synthetic Deformation Fields 117
Bibliography 119
|
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| indexdate | 2024-07-09T18:46:28Z |
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| isbn | 3897225433 |
| language | English German |
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| spelling | Kaus, Michael Verfasser aut Contributions to the automated segmentation of brain tumors in magnetic resonance images von Michael Kaus Berlin Logos-Verl. 2000 Getr. Zählung Ill., graph. Darst. : 21 cm txt rdacontent n rdamedia nc rdacarrier Zugl.: Erlangen-Nürnberg, Univ., Diss., 2000. - Zsfassung in dt. Sprache Kernspintomografie (DE-588)4120806-7 gnd rswk-swf Registrierung (DE-588)4177446-2 gnd rswk-swf Volumendaten (DE-588)4534768-2 gnd rswk-swf Bildsegmentierung (DE-588)4145448-0 gnd rswk-swf Hirntumor (DE-588)4072521-2 gnd rswk-swf Neurochirurgie (DE-588)4041874-1 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Neurochirurgie (DE-588)4041874-1 s Hirntumor (DE-588)4072521-2 s Kernspintomografie (DE-588)4120806-7 s Bildsegmentierung (DE-588)4145448-0 s Volumendaten (DE-588)4534768-2 s Registrierung (DE-588)4177446-2 s DE-604 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009194805&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Kaus, Michael Contributions to the automated segmentation of brain tumors in magnetic resonance images Kernspintomografie (DE-588)4120806-7 gnd Registrierung (DE-588)4177446-2 gnd Volumendaten (DE-588)4534768-2 gnd Bildsegmentierung (DE-588)4145448-0 gnd Hirntumor (DE-588)4072521-2 gnd Neurochirurgie (DE-588)4041874-1 gnd |
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| title | Contributions to the automated segmentation of brain tumors in magnetic resonance images |
| title_auth | Contributions to the automated segmentation of brain tumors in magnetic resonance images |
| title_exact_search | Contributions to the automated segmentation of brain tumors in magnetic resonance images |
| title_full | Contributions to the automated segmentation of brain tumors in magnetic resonance images von Michael Kaus |
| title_fullStr | Contributions to the automated segmentation of brain tumors in magnetic resonance images von Michael Kaus |
| title_full_unstemmed | Contributions to the automated segmentation of brain tumors in magnetic resonance images von Michael Kaus |
| title_short | Contributions to the automated segmentation of brain tumors in magnetic resonance images |
| title_sort | contributions to the automated segmentation of brain tumors in magnetic resonance images |
| topic | Kernspintomografie (DE-588)4120806-7 gnd Registrierung (DE-588)4177446-2 gnd Volumendaten (DE-588)4534768-2 gnd Bildsegmentierung (DE-588)4145448-0 gnd Hirntumor (DE-588)4072521-2 gnd Neurochirurgie (DE-588)4041874-1 gnd |
| topic_facet | Kernspintomografie Registrierung Volumendaten Bildsegmentierung Hirntumor Neurochirurgie Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009194805&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT kausmichael contributionstotheautomatedsegmentationofbraintumorsinmagneticresonanceimages |