MRI SEGMENTATION - METHODS AND APPLICATIONS

被引:585
作者
CLARKE, LP
VELTHUIZEN, RP
CAMACHO, MA
HEINE, JJ
VAIDYANATHAN, M
HALL, LO
THATCHER, RW
SILBIGER, ML
机构
[1] H. Lee Moffitt Cancer Center, Research Institute, Tampa
[2] University of South Florida, Department of Radiology, Tampa
[3] University of South Florida, Department of Computer Science, Tampa
[4] VA Medical Center, Neurology Service (151), Bay Pines
关键词
MRI SEGMENTATION; IMAGE REGISTRATION; SURGERY SIMULATION;
D O I
10.1016/0730-725X(94)00124-L
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 [临床医学]; 100207 [影像医学与核医学]; 1009 [特种医学];
摘要
The current literature on MRI segmentation methods is reviewed. Particular emphasis is placed on the relative merits of single image versus multispectral segmentation, and supervised versus unsupervised segmentation methods. Image pre-processing and registration are discussed, as well as methods of validation. The application of MRI segmentation for tumor volume measurements during the course of therapy is presented here as an example, illustrating problems associated with inter- and intra-observer variations inherent to supervised methods.
引用
收藏
页码:343 / 368
页数:26
相关论文
共 182 条
[1]
Cline, Dumoulin, Hart, Lorensen, Ludke, 3D reconstruction of the brain from magnetic resonance images using a connectivity algorithm, Magn. Reson. Imaging, 5, (1987)
[2]
Cline, Dumoulin, Hart, Lorensen, Ludke, 3D reconstruction of the brain from magnetic resonance images using a connectivity algorithm, Magn. Reson. Imaging, 5, (1987)
[3]
Vannier, Pilgram, Speidel, Neumann, Rickman, Schertz, Validation of magnetic resonance imaging (MRI) multispectral tissue classification, Comput. Med. Imaging Graph., 15, pp. 217-223, (1991)
[4]
Clarke, aiVelthuizen, Phuphanich, Schellenberg, Arrington, Silbiger, MRI: Stability of three supervised segmentation techniques, Magn. Reson. Imaging, 11, pp. 95-106, (1993)
[5]
Tjuvajev, Macapinlac, Daghighian, Scott, Ginos, Finn, Kothari, Desai, Zhang, Beattie, Graham, Larson, Blasberg, Imaging of brain tumor proliferative activity with Iodine-131-Iododeoxyuridine, J. Nucl. Med., 35, pp. 1407-1417, (1994)
[6]
Buchbinder, Belliveau, McKinstry, Aronen, Kennedy, Cohen, Weisskoff, Vevea, Neuder, Fischman, Alpert, Correia, Hochberg, Lingood, Davis, Brady, Rosen, Functional MR imaging of primary brain tumors with PET correlation, Book of abstracts: Tenth Annual Meeting of the Society of Magnetic Resonance in Medicine, 1, (1991)
[7]
Hill, Hawkes, Hussain, Green, Ruff, Robinson, Accurate combination of CT and MR data of the head: Validation and applications in surgical and therapy planning, Comput. Med. Imaging Graph., 17, 4-5, pp. 357-363, (1993)
[8]
Zhang, Et al., Multimodality imaging of brain structures for stereotactic surgery, Radiology, 175, pp. 435-441, (1990)
[9]
Cline, Lorensen, Souza, Jolesz, Kikinis, Gerig, Kennedy, 3D surface rendered MR images of the brain and its vasculature, J. Comput. Assist. Tomogr., 15, 2, pp. 344-351, (1991)
[10]
Hu, Tan, Levin, Galhotra, Mullan, Hekmatpanah, Spire, Three-dimesional magnetic resonance images of the brain: Application to neurosurgical planning, J. Neurosurg., 72, 3, pp. 433-440, (1990)