Title
Rodent brain extraction using B-spline based deformable model
Abstract
Accurate rodent brain extraction is one of the basic steps for many translational study using Magnetic Resonance Imaging (MRI). In this paper, we present a new approach to model the rodent brain variation using non-rigid B-spline image registration for the brain extraction in MRI images. We model the shape and appearance with the B-spline parameters together with a mean brain image. Followed by a method using multi-expert, we refine the brain extraction region. Compared with the image-based template model using cross-correlation, the performance for rodent brain extraction has shown much improvement on one data set while maintaining the similar yet more consistent performance for another. Both template based methods however outperform the voxel based method (3D PCNN) and a modified BET version for rodent brain extraction.
Year
DOI
Venue
2017
10.1109/EMBC.2017.8036825
2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
Keywords
Field
DocType
Algorithms,Animals,Brain,Magnetic Resonance Imaging,Rodentia
Voxel,B-spline,Computer vision,Computer science,Artificial intelligence,Image registration,Magnetic resonance imaging
Conference
Volume
ISSN
ISBN
2017
1557-170X
978-1-5090-2810-8
Citations 
PageRank 
References 
0
0.34
8
Authors
5
Name
Order
Citations
PageRank
Weimin Huang1107496.95
Chen Ling202.03
Huang Su3102.29
Zhongkang Lu457746.90
Zhiping Lin529137.46