Title :
3D curve constrained deformable registration using a neuro-fuzzy transformation model
Author :
Xishi Huang ; Bari, A. ; Zaheer, Saima ; Looi, Thomas ; Jing Ren ; Drake, James
Author_Institution :
Dept. of Med. Imaging, Univ. of Toronto, Toronto, ON, Canada
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
Image registration of abdominal organs and soft tissues is considered daunting due to large organ shift and tissue deformation caused by patient motion, respiration, etc. In this study, we propose a novel neuro-fuzzy deformable registration technique that is constrained by 3D curves of vessel centerlines and point marks while minimizing strain energy. We present an analytical global optimal solution in the case when 3D curves, strain energy and point marks are considered, which will provide fast and robust deformable match for internal structures such as blood vessels, and significantly reduce the chance to get trapped in local minima. We have demonstrated the effectiveness of our deformable technique in registering liver MR images. Validation shows a target registration error of 1.98 mm and an average centerline distance error of 1.65 mm. This technique has the potential to significantly improve registration capability and the quality of intra-operative image guidance.
Keywords :
biological tissues; biomedical MRI; blood vessels; fuzzy neural nets; image matching; image registration; liver; medical image processing; pneumodynamics; 3D curve constrained deformable image registration; abdominal organs; average centerline distance error; blood vessels; intraoperative image guidance; liver MRI; neuro-fuzzy transformation model; organ shift; patient motion; point marks; respiration; robust deformable match; soft tissues; strain energy minimisation; target registration error; tissue deformation; vessel centerlines; Biological tissues; Biomedical imaging; Blood vessels; Deformable models; Image registration; Liver; Strain; Fuzzy Logic; Models, Theoretical; Neural Networks (Computer);
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6347189