An accuracy assessment of SlicerAutoscoper M - software for tracking skeletal structures in multi-plane videoradiography datasets
Tracking skeletal joint kinematics in vivo with biplane videoradiography (BVR) can rigorously address a range of important questions in musculoskeletal research. Here we report on SlicerAutoscoper (SAM), an upgrade of the markerless tracking software (Autoscoper) and its migration into the establish...
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Published in | Journal of biomechanics Vol. 189; p. 112810 |
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Main Authors | , , , , , , , , , , , |
Format | Journal Article |
Language | English |
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United States
Elsevier Limited
07.09.2025
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Abstract | Tracking skeletal joint kinematics in vivo with biplane videoradiography (BVR) can rigorously address a range of important questions in musculoskeletal research. Here we report on SlicerAutoscoper
(SAM), an upgrade of the markerless tracking software (Autoscoper) and its migration into the established computing environment of 3DSlicer and addition of a comprehensive pre-processing module to provide a standardized workflow. We present the accuracy and agreement in tracking four skeletal joints by four research groups. Accuracy was assessed by comparing marker-generated and SAM kinematics for bones of the foot, knee, shoulder, and wrist. Bland-Altman analyses quantified bias (mean error) and limits of agreement (LOA). Tracking accuracy was robust for all joints. In the foot, mean error (bias) was less than 0.5° (1.8°) and 0.8 mm (3.1 mm). In the knee, mean error was less than 1.0° (1.5°) and 0.4 mm (0.8 mm). In the shoulder, mean translational error for both the humerus and scapula was less than 0.2 mm (0.7 mm). Rotational error was highest in Roll and Pitch for the humerus, 1.9° (4.8°) and 1.7° (4.6°), respectively, and Yaw was 0.3° (2.1°). The scapula rotational bias was less than 0.2° (0.7°). In the wrist, the error was less than 0.05° (1.2°) and 0.5 mm (1.2 mm). Our data demonstrate that SAM is an accurate image-based skeletal motion tracking tool. With broad adoption, SAM will promote collaboration, simplify the harmonization of methods between study sites for large multi-center research studies, lower the entry bar for early-stage investigators, and facilitate translations toward clinical use. |
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AbstractList | Tracking skeletal joint kinematics in vivo with biplane videoradiography (BVR) can rigorously address a range of important questions in musculoskeletal research. Here we report on SlicerAutoscoper M (SAM), an upgrade of the markerless tracking software (Autoscoper) and its migration into the established computing environment of 3DSlicer and addition of a comprehensive pre-processing module to provide a standardized workflow. We present the accuracy and agreement in tracking four skeletal joints by four research groups. Accuracy was assessed by comparing marker-generated and SAM kinematics for bones of the foot, knee, shoulder, and wrist. Bland-Altman analyses quantified bias (mean error) and limits of agreement (LOA). Tracking accuracy was robust for all joints. In the foot, mean error (bias) was less than 0.5° (1.8°) and 0.8 mm (3.1 mm). In the knee, mean error was less than 1.0° (1.5°) and 0.4 mm (0.8 mm). In the shoulder, mean translational error for both the humerus and scapula was less than 0.2 mm (0.7 mm). Rotational error was highest in Roll and Pitch for the humerus, 1.9° (4.8°) and 1.7° (4.6°), respectively, and Yaw was 0.3° (2.1°). The scapula rotational bias was less than 0.2° (0.7°). In the wrist, the error was less than 0.05° (1.2°) and 0.5 mm (1.2 mm). Our data demonstrate that SAM is an accurate image-based skeletal motion tracking tool. With broad adoption, SAM will promote collaboration, simplify the harmonization of methods between study sites for large multi-center research studies, lower the entry bar for early-stage investigators, and facilitate translations toward clinical use. Tracking skeletal joint kinematics in vivo with biplane videoradiography (BVR) can rigorously address a range of important questions in musculoskeletal research. Here we report on SlicerAutoscoper (SAM), an upgrade of the markerless tracking software (Autoscoper) and its migration into the established computing environment of 3DSlicer and addition of a comprehensive pre-processing module to provide a standardized workflow. We present the accuracy and agreement in tracking four skeletal joints by four research groups. Accuracy was assessed by comparing marker-generated and SAM kinematics for bones of the foot, knee, shoulder, and wrist. Bland-Altman analyses quantified bias (mean error) and limits of agreement (LOA). Tracking accuracy was robust for all joints. In the foot, mean error (bias) was less than 0.5° (1.8°) and 0.8 mm (3.1 mm). In the knee, mean error was less than 1.0° (1.5°) and 0.4 mm (0.8 mm). In the shoulder, mean translational error for both the humerus and scapula was less than 0.2 mm (0.7 mm). Rotational error was highest in Roll and Pitch for the humerus, 1.9° (4.8°) and 1.7° (4.6°), respectively, and Yaw was 0.3° (2.1°). The scapula rotational bias was less than 0.2° (0.7°). In the wrist, the error was less than 0.05° (1.2°) and 0.5 mm (1.2 mm). Our data demonstrate that SAM is an accurate image-based skeletal motion tracking tool. With broad adoption, SAM will promote collaboration, simplify the harmonization of methods between study sites for large multi-center research studies, lower the entry bar for early-stage investigators, and facilitate translations toward clinical use. |
Author | Fillion-Robin, Jean-Christophe Morton, Amy M Yoon, Dajung Rainbow, Michael J Zhao, Kristin D Beveridge, Jillian E Moore, Douglas C Paniagua, Beatriz Lopez, Cesar Holtgrewe, John D Crisco, Joseph J Lombardi, Anthony J |
Author_xml | – sequence: 1 givenname: Amy M surname: Morton fullname: Morton, Amy M email: amy_morton1@brown.edu organization: Bioengineering Laboratory, Department of Orthopaedics, The Warren Alpert Medical School of Brown University and Brown University Health, Providence RI 02903, United States. Electronic address: amy_morton1@brown.edu – sequence: 2 givenname: John D surname: Holtgrewe fullname: Holtgrewe, John D email: john_holtgrewe@brown.edu organization: Bioengineering Laboratory, Department of Orthopaedics, The Warren Alpert Medical School of Brown University and Brown University Health, Providence RI 02903, United States. Electronic address: john_holtgrewe@brown.edu – sequence: 3 givenname: Jillian E surname: Beveridge fullname: Beveridge, Jillian E email: jillian_beveridge@brown.edu organization: Bioengineering Laboratory, Department of Orthopaedics, The Warren Alpert Medical School of Brown University and Brown University Health, Providence RI 02903, United States. Electronic address: jillian_beveridge@brown.edu – sequence: 4 givenname: Dajung surname: Yoon fullname: Yoon, Dajung email: 19dy12@queensu.ca organization: Mechanical and Materials Engineering, Queen's University, Kingston, Ontario, Canada. Electronic address: 19dy12@queensu.ca – sequence: 5 givenname: Michael J surname: Rainbow fullname: Rainbow, Michael J email: michael.rainbow@queensu.ca organization: Mechanical and Materials Engineering, Queen's University, Kingston, Ontario, Canada. Electronic address: michael.rainbow@queensu.ca – sequence: 6 givenname: Cesar surname: Lopez fullname: Lopez, Cesar email: lopez.cesar@mayo.edu organization: Assistive and Restorative Technology Laboratory, Rehabilitation Medicine Research Center, Department of Physical Medicine and Rehabilitation, Rochester, MN, United States. Electronic address: lopez.cesar@mayo.edu – sequence: 7 givenname: Kristin D surname: Zhao fullname: Zhao, Kristin D email: zhao.kristin@mayo.edu organization: Assistive and Restorative Technology Laboratory, Rehabilitation Medicine Research Center, Department of Physical Medicine and Rehabilitation, Rochester, MN, United States. Electronic address: zhao.kristin@mayo.edu – sequence: 8 givenname: Beatriz surname: Paniagua fullname: Paniagua, Beatriz email: beatriz.paniagua@kitware.com organization: Kitware Inc., Clifton Park, NY, United States. Electronic address: beatriz.paniagua@kitware.com – sequence: 9 givenname: Jean-Christophe surname: Fillion-Robin fullname: Fillion-Robin, Jean-Christophe email: jchris.fillionr@kitware.com organization: Kitware Inc., Clifton Park, NY, United States. Electronic address: jchris.fillionr@kitware.com – sequence: 10 givenname: Anthony J surname: Lombardi fullname: Lombardi, Anthony J email: ajlombardi5@gmail.com organization: Kitware Inc., Clifton Park, NY, United States. Electronic address: ajlombardi5@gmail.com – sequence: 11 givenname: Douglas C surname: Moore fullname: Moore, Douglas C email: douglas_moore@brown.edu organization: Bioengineering Laboratory, Department of Orthopaedics, The Warren Alpert Medical School of Brown University and Brown University Health, Providence RI 02903, United States. Electronic address: douglas_moore@brown.edu – sequence: 12 givenname: Joseph J surname: Crisco fullname: Crisco, Joseph J email: joseph_crisco@brown.edu organization: Bioengineering Laboratory, Department of Orthopaedics, The Warren Alpert Medical School of Brown University and Brown University Health, Providence RI 02903, United States. Electronic address: joseph_crisco@brown.edu |
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SubjectTerms | Accuracy Agreements Ankle Bias Biomechanical Phenomena Bones Calibration Datasets Human subjects Humans Humerus Joints (anatomy) Joints - diagnostic imaging Joints - physiology Kinematics Knee Musculoskeletal diseases Open source software Pitch (inclination) Product development Public domain R&D Research & development Rolling motion Scapula Shoulder Software Tracking Translations Upgrading Video Recording - methods Wrist |
Title | An accuracy assessment of SlicerAutoscoper M - software for tracking skeletal structures in multi-plane videoradiography datasets |
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