Title :
Initial pose estimation for automated knee implant kinematic analysis from X-ray images
Author :
Kamei, Ryogo ; Yamazaki, Takaharu ; Okada, Toshiyuki ; Sugamoto, Kazuomi ; Yoshikawa, Hideki ; Chen, Yen-Wei ; Tomiyama, Noriyuki ; Sato, Yoshinobu
Author_Institution :
Coll. of Inf. Sci. & Eng., Ritsumeikan Univ., Kusatsu, Japan
fDate :
Nov. 29 2011-Dec. 1 2011
Abstract :
To achieve 3D kinematic analysis of artificial knee implants, 2D/3D registration technique, which uses X-ray fluoroscopic images and computer assisted design model of the knee implant, has been applied to clinical cases. In previous method, however, we had to set the initial pose of 2D/3D registration with manual operations, and that was one of the problems for practical clinical applications. In this paper, we propose an improved method to automatically determine the initial pose using rigid body tracking with feature points of X-ray images. As a result of experiments using actual fluoroscopic images, the success rate with proposed method is higher than conventional method. In addition, for femoral component, average error with conventional and proposed method was 3.93mm/2.61°, 0.79mm/1.93°, respectively. For tibial component, average error with conventional and proposed method was 3.56mm/1.03°, 0.89mm/0.81°, respectively. We consider the proposed method would be more effective for initial pose estimation than the conventional method.
Keywords :
CAD; X-ray imaging; biomechanics; diagnostic radiography; image registration; medical image processing; pose estimation; prosthetics; tracking; 2D-3D registration technique; 3D kinematic analysis; X-ray fluoroscopic images; automated knee implant kinematic analysis; clinical applications; computer assisted design model; femoral component; fluoroscopic images; manual operations; pose estimation; rigid body tracking; tibial component; Estimation; Feature extraction; Implants; Kinematics; Solid modeling; Transforms; X-ray imaging;
Conference_Titel :
Computer Sciences and Convergence Information Technology (ICCIT), 2011 6th International Conference on
Conference_Location :
Seogwipo
Print_ISBN :
978-1-4577-0472-7