ISBI 2006: IEEE 2006 International Symposium on Biomedical Imaging, April 6-9, 2006, Crystal Gateway Marriott, Arlington, Virginia, U.S.A.

Technical Program

Paper Detail

Paper:SA-AM-OS2.2
Session:Image Segmentation and Shape Analysis
Time:Saturday, April 8, 09:50 - 10:10
Presentation: Oral
Title: Texture-Based Segmentation of the Knee Bones in MRI Using Phase Information
Authors: Pierrick Bourgeat; CSIRO 
 Sébastien Ourselin; CSIRO 
 Peter Stanwell; Institute for Magnetic Resonance Research 
 Saad Ramadan; Institute for Magnetic Resonance Research 
Abstract: This paper considers the problem of tissue classification in 3D MRI by the mean of texture analysis. The main contribution is the use of the phase of the complex MR image, to derive texture features. Phase can give information about tissue interfaces and provide a good discrimination between the bone and the surrounding tissues but is usually not used because of the phase unwrapping problem. We present a method to extract textural information from the phase that does not require phase unwrapping. The textural information extracted from the magnitude and the phase can be combined to improve tissue classification. The aim of this classification is to initialise an active shape model, leading to a more precise segmentation.



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