苏铁明

个人信息Personal Information

讲师

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:机械工程学院

学科:机械设计及理论. 机械电子工程. 机械制造及其自动化

办公地点:机械学院313室

联系方式:tiemings@dlut.edu.cn

电子邮箱:tiemings@dlut.edu.cn

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Graphic processing unit-accelerated mutual information-based 3D image rigid registration

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论文类型:期刊论文

发表时间:2009-10-01

发表刊物:Transactions of Tianjin University

收录刊物:EI、Scopus

卷号:15

期号:5

页面范围:375-380

ISSN号:10064982

摘要:Mutual information (MI)-based image registration is effective in registering medical images, but it is computationally expensive. This paper accelerates MI-based image registration by dividing computation of mutual information into spatial transformation and histogram-based calculation, and performing 3D spatial transformation and trilinear interpolation on graphic processing unit (GPU). The 3D floating image is downloaded to GPU as flat 3D texture, and then fetched and interpolated for each new voxel location in fragment shader. The transformed results are rendered to textures by using frame buffer object (FBO) extension, and then read to the main memory used for the remaining computation on CPU. Experimental results show that GPU-accelerated method can achieve speedup about an order of magnitude with better registration result compared with the software implementation on a single-core CPU. © Tianjin University and Springer-Verlag 2009.