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Content Provider | IEEE Xplore Digital Library |
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Author | Lin Yang Leiguang Gong Hong Zhang Nosher, J.L. Foran, D.J. |
Copyright Year | 2009 |
Description | Author affiliation: Center of Biomedical Imaging and Informatics, The Cancer Institute of New Jersey, UMDNJ-Robert Wood Johnson Medical School, Piscataway, NJ, 08854, USA (Lin Yang; Hong Zhang; Foran, D.J.) || IBM T. J. Watson Research, Hawthorne, NY, 10532, USA (Leiguang Gong) || Dept. of Radiology, UMDNJ-Robert Wood Johnson Medical School, Piscataway, NJ, 08854, USA (Nosher, J.L.) |
Abstract | Image registration is a crucial step for many imageassisted clinical applications such as surgery planning and treatment evaluation. In this paper we proposed a landmark based nonlinear image registration algorithm for matching 2D image pairs. The algorithm was shown to be effective and robust under conditions of large deformations. In landmark based registration, the most important step is establishing the correspondence among the selected landmark points. This usually requires an extensive search which is often computationally expensive. We introduced a nonregular data partition algorithm using the K-means clustering algorithm to group the landmarks based on the number of available processing cores. The step optimizes the memory usage and data transfer. We have tested our method using IBM Cell Broadband Engine (Cell/B.E.) platform. |
Starting Page | 98 |
Ending Page | 101 |
File Size | 853421 |
Page Count | 4 |
File Format | |
ISBN | 9781424432967 |
ISSN | 1557170X |
DOI | 10.1109/IEMBS.2009.5334782 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2009-09-03 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Multicore processing Image registration Partitioning algorithms Robustness USA Councils Biomedical imaging Clustering algorithms Biomedical informatics Cancer Radiology |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Biomedical Engineering Health Informatics Computer Vision and Pattern Recognition |
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