Title :
Nonrigid 2-D/3-D Registration for Patient Specific Bronchoscopy Simulation With Statistical Shape Modeling: Phantom Validation
Author :
Deligianni, F. ; Chung, A.J. ; Guang-Zhong Yang
Author_Institution :
Dept. of Comput., Imperial Coll., London
Abstract :
This paper presents a nonrigid two-dimensional/three-dimensional (2-D/3-D) registration framework and its phantom validation for subject-specific bronchoscope simulation. The method exploits the recent development of five degrees-of-freedom miniaturized catheter tip electromagnetic trackers such that the position and orientation of the bronchoscope can be accurately determined. This allows the effective recovery of unknown camera rotation and airway deformation, which is modelled by an active shape model (ASM). ASM captures the intrinsic variability of the tracheo-bronchial tree during breathing and it is specific to the class of motion it represents. The method reduces the number of parameters that control the deformation, and thus greatly simplifies the optimisation procedure. Subsequently, pq-based registration is performed to recover both the camera pose and parameters of the ASM. Detailed assessment of the algorithm is performed on a deformable airway phantom, with the ground truth data being provided by an additional six degrees-of-freedom electromagnetic (EM) tracker to monitor the level of simulated respiratory motion
Keywords :
biomedical optical imaging; catheters; endoscopes; image registration; lung; medical image processing; phantoms; pneumodynamics; statistical analysis; active shape model; airway deformation; airway phantom; breathing; bronchoscope simulation; camera parameters; camera pose; camera rotation; catheter tip electromagnetic trackers; electromagnetic tracker; ground truth data; miniaturized electromagnetic trackers; nonrigid 2D registration; nonrigid 3D registration; optimisation procedure; patient specific bronchoscopy simulation; phantom validation; pq-based registration; simulated respiratory motion; statistical shape modeling; tracheo-bronchial tree; virtual endoscope; Active shape model; Bronchoscopy; Cameras; Catheters; Deformable models; Imaging phantoms; Monitoring; Optimization methods; Tracking; Two dimensional displays; Nonrigid two-dimensional/three-dimensional (2-D/3-D) registration; respiratory motion; simulation; virtual bronchoscopy; virtual endoscope; Algorithms; Bronchi; Bronchoscopy; Computer Simulation; Computer-Assisted Instruction; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Models, Anatomic; Models, Biological; Models, Statistical; Phantoms, Imaging; Reproducibility of Results; Sensitivity and Specificity; Subtraction Technique; User-Computer Interface;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2006.883452