Evaluation of an intensity-based algorithm for 2D/3D registration of natural knee videofluoroscopy data
•New algorithm was able to register with an accuracy of <1 mm (in-plane) and <2°.•The algorithm could not register all images successfully.•Semi-automatic or manual registration is still required to obtain good results. The accurate quantification of in-vivo tibio-femoral kinematics is essenti...
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| Published in | Medical engineering & physics Vol. 77; pp. 107 - 113 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
England
Elsevier Ltd
01.03.2020
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1350-4533 1873-4030 1873-4030 |
| DOI | 10.1016/j.medengphy.2020.01.002 |
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| Abstract | •New algorithm was able to register with an accuracy of <1 mm (in-plane) and <2°.•The algorithm could not register all images successfully.•Semi-automatic or manual registration is still required to obtain good results.
The accurate quantification of in-vivo tibio-femoral kinematics is essential for understanding joint functionality, but determination of the 3D pose of bones from 2D single-plane fluoroscopic images remains challenging. We aimed to evaluate the accuracy, reliability and repeatability of an intensity-based 2D/3D registration algorithm.
The accuracy was evaluated using fluoroscopic images of 2 radiopaque bones in 18 different poses, compared against a gold-standard fiducial calibration device. In addition, 3 natural femora and 3 natural tibiae were used to examine registration reliability and repeatability.
Both manual fitting and intensity-based registration exhibited a mean absolute error of <1 mm in-plane. Overall, intensity-based registration of the femoral bone model revealed significantly higher translational and rotational errors than manual fitting, while no statistical differences (except for y-axis translation) were found for the tibial bone model. The repeatability of 108 intensity-based registrations showed mean in-plane standard deviations of 0.23–0.56 mm, but out-of-plane position repeatability was lower (mean SD: femur 7.98 mm, tibia 6.96 mm). SDs for rotations averaged 0.77–2.52°.
While the algorithm registered some images extremely well, other images clearly required manual intervention. When the algorithm registered the bones repeatably, it was also accurate, suggesting an approach that includes manual intervention could become practical for efficient and accurate registration. |
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| AbstractList | •New algorithm was able to register with an accuracy of <1 mm (in-plane) and <2°.•The algorithm could not register all images successfully.•Semi-automatic or manual registration is still required to obtain good results.
The accurate quantification of in-vivo tibio-femoral kinematics is essential for understanding joint functionality, but determination of the 3D pose of bones from 2D single-plane fluoroscopic images remains challenging. We aimed to evaluate the accuracy, reliability and repeatability of an intensity-based 2D/3D registration algorithm.
The accuracy was evaluated using fluoroscopic images of 2 radiopaque bones in 18 different poses, compared against a gold-standard fiducial calibration device. In addition, 3 natural femora and 3 natural tibiae were used to examine registration reliability and repeatability.
Both manual fitting and intensity-based registration exhibited a mean absolute error of <1 mm in-plane. Overall, intensity-based registration of the femoral bone model revealed significantly higher translational and rotational errors than manual fitting, while no statistical differences (except for y-axis translation) were found for the tibial bone model. The repeatability of 108 intensity-based registrations showed mean in-plane standard deviations of 0.23–0.56 mm, but out-of-plane position repeatability was lower (mean SD: femur 7.98 mm, tibia 6.96 mm). SDs for rotations averaged 0.77–2.52°.
While the algorithm registered some images extremely well, other images clearly required manual intervention. When the algorithm registered the bones repeatably, it was also accurate, suggesting an approach that includes manual intervention could become practical for efficient and accurate registration. The accurate quantification of in-vivo tibio-femoral kinematics is essential for understanding joint functionality, but determination of the 3D pose of bones from 2D single-plane fluoroscopic images remains challenging. We aimed to evaluate the accuracy, reliability and repeatability of an intensity-based 2D/3D registration algorithm. The accuracy was evaluated using fluoroscopic images of 2 radiopaque bones in 18 different poses, compared against a gold-standard fiducial calibration device. In addition, 3 natural femora and 3 natural tibiae were used to examine registration reliability and repeatability. Both manual fitting and intensity-based registration exhibited a mean absolute error of <1 mm in-plane. Overall, intensity-based registration of the femoral bone model revealed significantly higher translational and rotational errors than manual fitting, while no statistical differences (except for y-axis translation) were found for the tibial bone model. The repeatability of 108 intensity-based registrations showed mean in-plane standard deviations of 0.23-0.56 mm, but out-of-plane position repeatability was lower (mean SD: femur 7.98 mm, tibia 6.96 mm). SDs for rotations averaged 0.77-2.52°. While the algorithm registered some images extremely well, other images clearly required manual intervention. When the algorithm registered the bones repeatably, it was also accurate, suggesting an approach that includes manual intervention could become practical for efficient and accurate registration.The accurate quantification of in-vivo tibio-femoral kinematics is essential for understanding joint functionality, but determination of the 3D pose of bones from 2D single-plane fluoroscopic images remains challenging. We aimed to evaluate the accuracy, reliability and repeatability of an intensity-based 2D/3D registration algorithm. The accuracy was evaluated using fluoroscopic images of 2 radiopaque bones in 18 different poses, compared against a gold-standard fiducial calibration device. In addition, 3 natural femora and 3 natural tibiae were used to examine registration reliability and repeatability. Both manual fitting and intensity-based registration exhibited a mean absolute error of <1 mm in-plane. Overall, intensity-based registration of the femoral bone model revealed significantly higher translational and rotational errors than manual fitting, while no statistical differences (except for y-axis translation) were found for the tibial bone model. The repeatability of 108 intensity-based registrations showed mean in-plane standard deviations of 0.23-0.56 mm, but out-of-plane position repeatability was lower (mean SD: femur 7.98 mm, tibia 6.96 mm). SDs for rotations averaged 0.77-2.52°. While the algorithm registered some images extremely well, other images clearly required manual intervention. When the algorithm registered the bones repeatably, it was also accurate, suggesting an approach that includes manual intervention could become practical for efficient and accurate registration. The accurate quantification of in-vivo tibio-femoral kinematics is essential for understanding joint functionality, but determination of the 3D pose of bones from 2D single-plane fluoroscopic images remains challenging. We aimed to evaluate the accuracy, reliability and repeatability of an intensity-based 2D/3D registration algorithm. The accuracy was evaluated using fluoroscopic images of 2 radiopaque bones in 18 different poses, compared against a gold-standard fiducial calibration device. In addition, 3 natural femora and 3 natural tibiae were used to examine registration reliability and repeatability. Both manual fitting and intensity-based registration exhibited a mean absolute error of <1 mm in-plane. Overall, intensity-based registration of the femoral bone model revealed significantly higher translational and rotational errors than manual fitting, while no statistical differences (except for y-axis translation) were found for the tibial bone model. The repeatability of 108 intensity-based registrations showed mean in-plane standard deviations of 0.23-0.56 mm, but out-of-plane position repeatability was lower (mean SD: femur 7.98 mm, tibia 6.96 mm). SDs for rotations averaged 0.77-2.52°. While the algorithm registered some images extremely well, other images clearly required manual intervention. When the algorithm registered the bones repeatably, it was also accurate, suggesting an approach that includes manual intervention could become practical for efficient and accurate registration. |
| Author | Schütz, Pascal List, Renate Taylor, William R. Zheng, Guoyan Postolka, Barbara Thelen, Benedikt |
| Author_xml | – sequence: 1 givenname: Barbara surname: Postolka fullname: Postolka, Barbara email: barbara.postolka@hest.ethz.ch organization: ETH Zürich, Institute for Biomechanics, Leopold-Ruzicka-Weg 4, 8093 Zürich, Switzerland – sequence: 2 givenname: Renate surname: List fullname: List, Renate email: rlist@ethz.ch organization: ETH Zürich, Institute for Biomechanics, Leopold-Ruzicka-Weg 4, 8093 Zürich, Switzerland – sequence: 3 givenname: Benedikt surname: Thelen fullname: Thelen, Benedikt email: benedikt.thelen@usi.ch organization: University of Berne, Institute for Surgical Technology & Biomechanics, Stauffacherstrasse 78, 3014 Bern, Switzerland – sequence: 4 givenname: Pascal surname: Schütz fullname: Schütz, Pascal email: ps@ethz.ch organization: ETH Zürich, Institute for Biomechanics, Leopold-Ruzicka-Weg 4, 8093 Zürich, Switzerland – sequence: 5 givenname: William R. orcidid: 0000-0003-4060-4098 surname: Taylor fullname: Taylor, William R. email: bt@ethz.ch, taylorb@ethz.ch organization: ETH Zürich, Institute for Biomechanics, Leopold-Ruzicka-Weg 4, 8093 Zürich, Switzerland – sequence: 6 givenname: Guoyan orcidid: 0000-0003-4173-0379 surname: Zheng fullname: Zheng, Guoyan email: guoyan.zheng@sjtu.edu.cn organization: University of Berne, Institute for Surgical Technology & Biomechanics, Stauffacherstrasse 78, 3014 Bern, Switzerland |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/31980316$$D View this record in MEDLINE/PubMed |
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| Keywords | Knee in-vivo kinematics Videofluoroscopy 2D/3D registration |
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| SubjectTerms | 2D/3D registration Algorithms Fluoroscopy Humans Imaging, Three-Dimensional - methods in-vivo kinematics Knee Knee - diagnostic imaging Software Videofluoroscopy |
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| Title | Evaluation of an intensity-based algorithm for 2D/3D registration of natural knee videofluoroscopy data |
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