Segmentation of 3D Tubular Tree Structures in Medical Images ...

More documents

Recommendations

Info

xiv CONTENTS 3.4.1 Structural Correctness . . . . . . . . . . . . . . . . . . . . . . . . . . 54 3.4.2 Centerline Accuracy . . . . . . . . . . . . . . . . . . . . . . . . . . . 56 3.5 Dicussion and Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . 63 4 Tube Segmentation 65 4.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 65 4.2 Inverse Gradient Vector Flow Tracking . . . . . . . . . . . . . . . . . . . . . 66 4.3 Graph Cut Based Tree Segmentation . . . . . . . . . . . . . . . . . . . . . . 68 4.4 Experiments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 70 4.5 Discussion and Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74 5 Liver Vascular Tree Segmentation 77 5.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77 5.2 Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 78 5.3 Evaluation and Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 80 5.3.1 Phantom Vessel Tree . . . . . . . . . . . . . . . . . . . . . . . . . . . 81 5.3.2 Clinical Datasets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 83 5.3.3 Comparison to Other Methods . . . . . . . . . . . . . . . . . . . . . 91 5.4 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 93 5.5 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 94 6 Coronary Artery Tree Extraction 97 6.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 97 6.2 Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 98 6.3 Evaluation and Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 102 6.3.1 Results of Proposed Method . . . . . . . . . . . . . . . . . . . . . . . 103 6.3.2 Comparison to Other Methods . . . . . . . . . . . . . . . . . . . . . 104 6.4 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106 6.5 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 107 7 Airway Tree Segmentation 109 7.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109 7.2 Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 110 7.2.1 Airway Tree Segmentation Based on Gradient Vector Flow . . . . . 110 7.2.2 Airway Tree Reconstruction Based on Multi-Scale Tube Detection . 113 7.3 Evaluation and Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 115 7.3.1 Results of Proposed Methods . . . . . . . . . . . . . . . . . . . . . . 116 7.3.2 Comparison to Other Methods . . . . . . . . . . . . . . . . . . . . . 116 7.4 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 118 7.5 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 121
CONTENTS xv 8 Conclusion and Outlook 125 8.1 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 125 8.2 Directions for Future Work . . . . . . . . . . . . . . . . . . . . . . . . . . . 128 A List of Publications 131 B List of Acronyms 133 Bibliography 135
Page 1: Graz University of Technology Insti
Page 5 and 6: Abstract The segmentation of tubula
Page 7 and 8: Kurzfassung Die Segmentierung tubul
Page 9: Acknowledgements I am deeply gratef
Page 13: Contents 1 Introduction 1 1.0.1 Req
Page 18 and 19: xviii LIST OF FIGURES 4.2 Shape pri
Page 21: List of Tables 3.1 Average centerli
Page 24 and 25: 2 Chapter 1. Introduction (a) Porta
Page 26 and 27: 4 Chapter 1. Introduction (a) Volum
Page 28 and 29: 6 Chapter 1. Introduction (a) Inacc
Page 30 and 31: 8 Chapter 1. Introduction features
Page 32 and 33: 10 Chapter 1. Introduction 1.1.2 Di
Page 34 and 35: 12 Chapter 1. Introduction Input vo
Page 36 and 37: 14 Chapter 1. Introduction part: Me
Page 38 and 39: 16 Chapter 1. Introduction in the l
Page 40 and 41: 18 Chapter 2. Extraction of Tubular
Page 64 and 65:
42 Chapter 2. Extraction of Tubular
Page 66 and 67:
Page 68 and 69:
Page 70 and 71:
48 Chapter 3. Grouping and Linkage
Page 72 and 73:
Page 74 and 75:
Page 76 and 77:
Page 78 and 79:
Page 80 and 81:
Page 82 and 83:
Page 84 and 85:
Page 86 and 87:
Page 88 and 89:
66 Chapter 4. Tube Segmentation Onl
Page 90 and 91:
68 Chapter 4. Tube Segmentation obt
Page 92 and 93:
70 Chapter 4. Tube Segmentation ass
Page 94 and 95:
72 Chapter 4. Tube Segmentation (a)
Page 96 and 97:
74 Chapter 4. Tube Segmentation Tab
Page 99 and 100:
Chapter 5 Liver Vascular Tree Segme
Page 101 and 102:
5.2. Method 79 (a) MIP of the datas
Page 103 and 104:
5.3. Evaluation and Results 81 5.3.
Page 105 and 106:
5.3. Evaluation and Results 83 cent
Page 107 and 108:
5.3. Evaluation and Results 85 (a)
Page 109 and 110:
Page 111 and 112:
Page 113 and 114:
Page 115 and 116:
5.4. Discussion 93 results. Selle
Page 117:
5.5. Conclusion 95 a prior to const
Page 120 and 121:
98 Chapter 6. Coronary Artery Tree
Page 122 and 123:
Page 124 and 125:
Page 126 and 127:
Page 128 and 129:
Page 131 and 132:
Chapter 7 Airway Tree Segmentation
Page 133 and 134:
7.2. Methods 111 shown in Fig. 7.1.
Page 135 and 136:
7.2. Methods 113 Additionally, the
Page 137 and 138:
7.3. Evaluation and Results 115 Gro
Page 139 and 140:
7.3. Evaluation and Results 117 Tab
Page 141 and 142:
7.4. Discussion 119 Figure 7.5: “
Page 143 and 144:
7.5. Conclusion 121 Comparison to o
Page 145 and 146:
7.5. Conclusion 123 Figure 7.6: Exa
Page 147 and 148:
Chapter 8 Conclusion and Outlook Co
Page 149 and 150:
8.1. Conclusion 127 arteries - info
Page 151:
8.2. Directions for Future Work 129
Page 154 and 155:
132 Chapter A. List of Publications
Page 157 and 158:
BIBLIOGRAPHY 135 Bibliography [1] A
Page 159 and 160:
BIBLIOGRAPHY 137 [21] Choyke, P., Y
Page 161 and 162:
BIBLIOGRAPHY 139 [41] Florin, C., P
Page 163 and 164:
BIBLIOGRAPHY 141 [63] Kitslaar, P.
Page 165 and 166:
BIBLIOGRAPHY 143 [85] Lindeberg, T.
Page 167 and 168:
BIBLIOGRAPHY 145 [108] O’Donnell,
Page 169 and 170:
BIBLIOGRAPHY 147 [129] Schmugge, S.
Page 171 and 172:
BIBLIOGRAPHY 149 [150] van Bemmel,
Page 173:
BIBLIOGRAPHY 151 [171] Yi, J. and R
show all

Segmentation of 3D Tubular Tree Structures in Medical Images ...

Create successful ePaper yourself

Delete template?

Save as template?