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Medical Image Segmentation using Level Sets and Dictionary Learning / Titelei/Inhaltsverzeichnis
Medical Image Segmentation using Level Sets and Dictionary Learning / Titelei/Inhaltsverzeichnis
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Titelei/Inhaltsverzeichnis
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1–10
1 Introduction
1–10
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1.1 Motivation
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1.2 Contributions
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1.3 Structure of the dissertation
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1.4 Papers of the author
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11–28
2 Background
11–28
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2.1 Introduction
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2.2 Image Segmentation Using Variational Formulation
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2.3 Dictionary Learning
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2.4 Benchmarks and Evaluation Metrics
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29–50
3 Topological Prior For Image Segmentation and Classification
29–50
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3.1 Image Segmentation Using Level Set Formulation with Topological Prior
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3.2 Topological Prior for Image Classification
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3.3 Discussion
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51–82
4 Coupled Dictionary Learning For Image Segmentation
51–82
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4.1 Voxel-wise Coupled Dictionaries For Brain Tumor Segmentation
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4.2 Coupled Dictionary Learning With Level-Set Method For Image Segmentation
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4.3 Discussion
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83–104
5 Level-Set Segmentation Using a Dictionary Learning Approach
83–104
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5.1 Two-Region Segmentation: Application of Automatic Liver Segmentation
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5.2 Brain Segmentation as an Example of Multi-Region Segmentation
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5.3 Discussion
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105–107
6 Conclusions
105–107
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108–126
Bibliography
108–126
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Medical Image Segmentation using Level Sets and Dictionary Learning
Titelei/Inhaltsverzeichnis
Autoren
Saif Dawood Salman Al-Shaikhli
DOI
doi.org/10.51202/9783186415219-I
ISBN print: 978-3-18-341521-2
ISBN online: 978-3-18-641521-9
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doi.org/10.51202/9783186415219-I
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