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Content Provider | IEEE Xplore Digital Library |
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Author | Qingmao Hu Guoyu Qian Aziz, A. Nowinski, W.L. |
Copyright Year | 2005 |
Description | Author affiliation: Biomed. Imaging Lab, Agency for Sci., Technol. & Res. (Qingmao Hu; Guoyu Qian; Aziz, A.; Nowinski, W.L.) |
Abstract | An algorithm to determine the human brain (gray matter (GM) and white matter (WM)) from computed tomography (CT) head volumes with large slice thickness is proposed based on thresholding and brain mask propagation. Firstly, a 2D reference image is chosen to represent the intensity characteristics of the original 3D data set. Secondly, the region of interest of the reference image is determined as the space enclosed by the skull. Fuzzy C-means clustering is employed to determine the threshold for head mask and the low threshold for brain segmentation. The high threshold is calculated as the weighted intensity average of the boundary pixels between bones and GM/WM. Based on the low and high thresholds, the CT volume is binarized, followed by finding the brain candidates through distance criterion. Finally the brain is identified through brain mask propagation using the spatial relationship of neighboring axial slices. The algorithm has been validated against one non-enhanced CT and one enhanced CT volume with pathology |
Starting Page | 3375 |
Ending Page | 3378 |
File Size | 327094 |
Page Count | 4 |
File Format | |
ISBN | 0780387414 |
DOI | 10.1109/IEMBS.2005.1617201 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2006-01-17 |
Publisher Place | China |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Image segmentation Computed tomography Magnetic resonance imaging Magnetic heads Bones Brain Biomedical imaging Pathology Cranial Hemorrhaging |
Content Type | Text |
Resource Type | Article |
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