Title :
Nonrigid 2D/3D Registration of Coronary Artery Models With Live Fluoroscopy for Guidance of Cardiac Interventions
Author :
Rivest-Henault, D. ; Sundar, H. ; Cheriet, M.
Author_Institution :
Ecole de Technol. Super., Montreal, QC, Canada
Abstract :
A 2D/3D nonrigid registration method is proposed that brings a 3D centerline model of the coronary arteries into correspondence with bi-plane fluoroscopic angiograms. The registered model is overlaid on top of interventional angiograms to provide surgical assistance during image-guided chronic total occlusion procedures, thereby reducing the uncertainty inherent in 2D interventional images. The proposed methodology is divided into two parts: global structural alignment and local nonrigid registration. In both cases, vessel centerlines are automatically extracted from the 2D fluoroscopic images, and serve as the basis for the alignment and registration algorithms. In the first part, an energy minimization method is used to estimate a global affine transformation that aligns the centerline with the angiograms. The performance of nine general purpose optimizers has been assessed for this problem, and detailed results are presented. In the second part, a fully nonrigid registration method is proposed and used to compensate for any local shape discrepancy. This method is based on a variational framework, and uses a simultaneous matching and reconstruction process to compute a nonrigid registration. With a typical run time of less than 3 s, the algorithms are fast enough for interactive applications. Experiments on five different subjects are presented and show promising results.
Keywords :
affine transforms; blood vessels; diagnostic radiography; feature extraction; image reconstruction; image registration; medical image processing; minimisation; surgery; variational techniques; 2D fluoroscopic images; alignment algorithm; automatic vessel centerline extraction; biplane fluoroscopic angiograms; cardiac intervention guidance; coronary artery 3D centerline model; coronary artery model registration; energy minimization method; general purpose optimizers; global affine transformation; global structural alignment; image guided chronic total occlusion procedures; interventional angiograms; live fluoroscopy images; local nonrigid registration; matching process; nonrigid 2D registration method; nonrigid 3D registration method; reconstruction process; registration algorithm; surgical assistance; variational framework; Computational modeling; Image segmentation; Optimization; Shape; Solid modeling; Three dimensional displays; Vectors; 2D/3D Registration; Chronic total occlusions; X-ray fluoroscopy; computed tomography; image-guided interventions; interventional cardiology; Algorithms; Computer Simulation; Coronary Angiography; Coronary Vessels; Fluoroscopy; Humans; Imaging, Three-Dimensional; Models, Cardiovascular; Surgery, Computer-Assisted; Tomography, X-Ray Computed;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2012.2195009