DocumentCode :
249028
Title :
Non rigid image registration by modeling deformations as elastic waves
Author :
Ahmad, Sahar ; Khan, Muhammad Faisal
Author_Institution :
Coll. of Telecommun. Eng., Nat. Univ. of Sci. & Technol., Islamabad, Pakistan
fYear :
2014
fDate :
27-30 Oct. 2014
Firstpage :
3577
Lastpage :
3581
Abstract :
In this paper we propose an inter-subject non-rigid image registration method that is derived from the concept of elastodynamics. Non-rigid warps are modeled as elastic waves which tend to recover extensive deformations. The deformable transformation model is given by Navier PDE which is solved iteratively using finite difference approximations. The dynamical displacements so computed represent the warp field which is then used to bring the subject image into spatial correspondence with the atlas. The results were validated using Jaccard coefficient (J), Dice coefficient (D), Overlap coefficient (O) and Normalized Cross Correlation (NCC) with mean ± std values of 0.81 ± .04, 0.89 ± .03, 0.99 ± .01 and 0.97 ± .01 respectively. This quantitative assessment confirmed that the proposed registration method performs very well.
Keywords :
correlation methods; elastic waves; elastodynamics; finite difference methods; image registration; partial differential equations; D; J; Jaccard coefficient; NCC; Navier PDE; O; deformable transformation model; dice coefficient; dynamical displacements; elastic waves; elastodynamics; finite difference approximations; intersubject nonrigid image registration method; nonrigid warps; normalized cross correlation; overlap coefficient; Biomedical imaging; Computational modeling; Deformable models; Elastodynamics; Force; Image registration; Propagation; Elastodynamics; Image Registration; Magnetic Resonance Imaging (MRI); Medical Image Analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2014 IEEE International Conference on
Conference_Location :
Paris
Type :
conf
DOI :
10.1109/ICIP.2014.7025726
Filename :
7025726
Link To Document :
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