AN AUTOMATIC ICP-BASED 2D-3D REGISTRATION METHOD FOR A HIGH-SPEED BIPLANAR VIDEORADIOGRAPHY IMAGING SYSTEM

High-Speed Biplanar Videoradiography (HSBV) is an X-ray based non-invasive imaging system that can be used to derive dynamic bony translations and rotations. The 2D-3D registration process matches a 3D bone model acquired from magnetic resonance imaging (MRI) or computed tomography (CT) scans with t...

Full description

Bibliographic Details
Main Authors: S. Zhang, D. D. Lichti, J. C. Küpper, J. L. Ronsky
Format: Article
Language:English
Published: Copernicus Publications 2020-08-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B2-2020/805/2020/isprs-archives-XLIII-B2-2020-805-2020.pdf
id doaj-a3570e40b49249eba40a0bee9235f182
record_format Article
spelling doaj-a3570e40b49249eba40a0bee9235f1822020-11-25T03:48:28ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342020-08-01XLIII-B2-202080581210.5194/isprs-archives-XLIII-B2-2020-805-2020AN AUTOMATIC ICP-BASED 2D-3D REGISTRATION METHOD FOR A HIGH-SPEED BIPLANAR VIDEORADIOGRAPHY IMAGING SYSTEMS. Zhang0D. D. Lichti1J. C. Küpper2J. L. Ronsky3Dept. of Geomatics Engineering, University of Calgary, Calgary, Alberta, CanadaDept. of Geomatics Engineering, University of Calgary, Calgary, Alberta, CanadaDept. of Mechanical & Manufacturing Engineering, University of Calgary, Calgary, Alberta, CanadaDept. of Mechanical & Manufacturing Engineering, University of Calgary, Calgary, Alberta, CanadaHigh-Speed Biplanar Videoradiography (HSBV) is an X-ray based non-invasive imaging system that can be used to derive dynamic bony translations and rotations. The 2D-3D registration process matches a 3D bone model acquired from magnetic resonance imaging (MRI) or computed tomography (CT) scans with the 2D X-ray image pairs. This study focuses on the registration of MRI data as it can acquire detailed soft tissue contrast that cannot be easily discerned in CT scans. A novel 2D-3D registration method is reported in this paper that is suitable for the MRI-based bone models with high precision and high efficiency. In addition, an automatic initialization procedure with 64 starting poses is established to avoid user intervention in the registration. The method has been tested using the HSBV image sequence of a knee joint during walking. Thirty-five consecutive poses from the sequence were tested for the registration, and 50 non-consecutive poses randomly selected from the sequence were tested for the automatic initialization. The registration precision for each axis was 0.49 to 0.54 mm. For the initialization validation test, 48 over 50 frames were successfully initialized and two failed due to portions of the joint falling outside of the field-of-view of the system. The average time for each initialization is only about 6 min. The improved 2D-3D registration will allow determination of precise 3D kinematic parameters with high efficiency. These kinematic parameters can be used to calculate joint cartilage contact mechanics that provide insight into the mechanical processes and mechanisms of joint degeneration or pathology.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B2-2020/805/2020/isprs-archives-XLIII-B2-2020-805-2020.pdf
collection DOAJ
language English
format Article
sources DOAJ
author S. Zhang
D. D. Lichti
J. C. Küpper
J. L. Ronsky
spellingShingle S. Zhang
D. D. Lichti
J. C. Küpper
J. L. Ronsky
AN AUTOMATIC ICP-BASED 2D-3D REGISTRATION METHOD FOR A HIGH-SPEED BIPLANAR VIDEORADIOGRAPHY IMAGING SYSTEM
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
author_facet S. Zhang
D. D. Lichti
J. C. Küpper
J. L. Ronsky
author_sort S. Zhang
title AN AUTOMATIC ICP-BASED 2D-3D REGISTRATION METHOD FOR A HIGH-SPEED BIPLANAR VIDEORADIOGRAPHY IMAGING SYSTEM
title_short AN AUTOMATIC ICP-BASED 2D-3D REGISTRATION METHOD FOR A HIGH-SPEED BIPLANAR VIDEORADIOGRAPHY IMAGING SYSTEM
title_full AN AUTOMATIC ICP-BASED 2D-3D REGISTRATION METHOD FOR A HIGH-SPEED BIPLANAR VIDEORADIOGRAPHY IMAGING SYSTEM
title_fullStr AN AUTOMATIC ICP-BASED 2D-3D REGISTRATION METHOD FOR A HIGH-SPEED BIPLANAR VIDEORADIOGRAPHY IMAGING SYSTEM
title_full_unstemmed AN AUTOMATIC ICP-BASED 2D-3D REGISTRATION METHOD FOR A HIGH-SPEED BIPLANAR VIDEORADIOGRAPHY IMAGING SYSTEM
title_sort automatic icp-based 2d-3d registration method for a high-speed biplanar videoradiography imaging system
publisher Copernicus Publications
series The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
issn 1682-1750
2194-9034
publishDate 2020-08-01
description High-Speed Biplanar Videoradiography (HSBV) is an X-ray based non-invasive imaging system that can be used to derive dynamic bony translations and rotations. The 2D-3D registration process matches a 3D bone model acquired from magnetic resonance imaging (MRI) or computed tomography (CT) scans with the 2D X-ray image pairs. This study focuses on the registration of MRI data as it can acquire detailed soft tissue contrast that cannot be easily discerned in CT scans. A novel 2D-3D registration method is reported in this paper that is suitable for the MRI-based bone models with high precision and high efficiency. In addition, an automatic initialization procedure with 64 starting poses is established to avoid user intervention in the registration. The method has been tested using the HSBV image sequence of a knee joint during walking. Thirty-five consecutive poses from the sequence were tested for the registration, and 50 non-consecutive poses randomly selected from the sequence were tested for the automatic initialization. The registration precision for each axis was 0.49 to 0.54 mm. For the initialization validation test, 48 over 50 frames were successfully initialized and two failed due to portions of the joint falling outside of the field-of-view of the system. The average time for each initialization is only about 6 min. The improved 2D-3D registration will allow determination of precise 3D kinematic parameters with high efficiency. These kinematic parameters can be used to calculate joint cartilage contact mechanics that provide insight into the mechanical processes and mechanisms of joint degeneration or pathology.
url https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B2-2020/805/2020/isprs-archives-XLIII-B2-2020-805-2020.pdf
work_keys_str_mv AT szhang anautomaticicpbased2d3dregistrationmethodforahighspeedbiplanarvideoradiographyimagingsystem
AT ddlichti anautomaticicpbased2d3dregistrationmethodforahighspeedbiplanarvideoradiographyimagingsystem
AT jckupper anautomaticicpbased2d3dregistrationmethodforahighspeedbiplanarvideoradiographyimagingsystem
AT jlronsky anautomaticicpbased2d3dregistrationmethodforahighspeedbiplanarvideoradiographyimagingsystem
AT szhang automaticicpbased2d3dregistrationmethodforahighspeedbiplanarvideoradiographyimagingsystem
AT ddlichti automaticicpbased2d3dregistrationmethodforahighspeedbiplanarvideoradiographyimagingsystem
AT jckupper automaticicpbased2d3dregistrationmethodforahighspeedbiplanarvideoradiographyimagingsystem
AT jlronsky automaticicpbased2d3dregistrationmethodforahighspeedbiplanarvideoradiographyimagingsystem
_version_ 1724498900913487872