Title :
3D CT to 2D low dose single-plane fluoroscopy registration algorithm for in-vivo knee motion analysis
Author :
Akter, M. ; Lambert, Andrew J. ; Pickering, Mark R. ; Scarvell, Jennie M. ; Smith, Paul N.
Author_Institution :
Sch. of Eng. & Inf. Technol., Univ. of New South Wales, Canberra, ACT, Australia
Abstract :
A limitation to accurate automatic tracking of knee motion is the noise and blurring present in low dose X-ray fluoroscopy images. For more accurate tracking, this noise should be reduced while preserving anatomical structures such as bone. Noise in low dose X-ray images is generated from different sources, however quantum noise is by far the most dominant. In this paper we present an accurate multi-modal image registration algorithm which successfully registers 3D CT to 2D single plane low dose noisy and blurred fluoroscopy images that are captured for healthy knees. The proposed algorithm uses a new registration framework including a filtering method to reduce the noise and blurring effect in fluoroscopy images. Our experimental results show that the extra pre-filtering step included in the proposed approach maintains higher accuracy and repeatability for in vivo knee joint motion analysis.
Keywords :
biomechanics; bone; computerised tomography; diagnostic radiography; filtering theory; image denoising; image motion analysis; image registration; medical image processing; quantum noise; 2D low dose single-plane fluoroscopy registration algorithm; 2D single plane low dose blurred fluoroscopy images; 2D single plane low dose noisy fluoroscopy images; 3D CT registration algorithm; anatomical structures; computed tomography; filtering method; in vivo knee joint motion analysis; low dose X-ray fluoroscopy images; multimodal image registration algorithm; quantum noise; Accuracy; Bones; Computed tomography; Joints; Noise; Noise reduction; X-ray imaging; 3D-2D Registration; Wiener filter; blind deconvolution; kinematic analysis; quantum noise;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6944777