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...

Full description

Saved in:
Bibliographic Details
Published inJournal of biomechanics Vol. 189; p. 112810
Main Authors Morton, Amy M, Holtgrewe, John D, Beveridge, Jillian E, Yoon, Dajung, Rainbow, Michael J, Lopez, Cesar, Zhao, Kristin D, Paniagua, Beatriz, Fillion-Robin, Jean-Christophe, Lombardi, Anthony J, Moore, Douglas C, Crisco, Joseph J
Format Journal Article
LanguageEnglish
Published United States Elsevier Limited 07.09.2025
Subjects
Online AccessGet full text

Cover

Loading…
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.
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
BackLink https://www.ncbi.nlm.nih.gov/pubmed/40516372$$D View this record in MEDLINE/PubMed
BookMark eNo1kMtqwzAUREVJaR7tLwRB13Z1JduyliH0BSldNHsj29eJHdtyJbkly_55DU1Xw8CZGZglmfWmR0LWwEJgkDw0YZPXpsPiGHLG4xCAp8CuyAJSKQIuUjYjC8Y4BIorNidL5xrGmIykuiHziMWQCMkX5GfTU10Uo9XFmWrn0LkOe09NRT_aukC7Gb1xhRnQ0jcaUGcq_60t0spY6qfUqe4P1J2wRa9b6rwdCz9adLTuaTe2vg6GVvdIv-oSjdVlbQ5WD8czLbXXDr27JdeVbh3eXXRF9k-P--1LsHt_ft1udsEQAw9EwVMGSiRxFCtWKsnzKpIoY6i4EBJQ6hIQklIrgLycDEOoZKQQkSWSixW5_6sdrPkc0fmsMaPtp8VMcJ7KlKs0nqj1hRrzDstssHWn7Tn7P0z8AlBhc3M
ContentType Journal Article
Copyright Copyright © 2025 The Authors. Published by Elsevier Ltd.. All rights reserved.
2025 The Authors
Copyright_xml – notice: Copyright © 2025 The Authors. Published by Elsevier Ltd.. All rights reserved.
– notice: 2025 The Authors
DBID CGR
CUY
CVF
ECM
EIF
NPM
7QP
7TB
7TS
8FD
FR3
K9.
DOI 10.1016/j.jbiomech.2025.112810
DatabaseName Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
Calcium & Calcified Tissue Abstracts
Mechanical & Transportation Engineering Abstracts
Physical Education Index
Technology Research Database
Engineering Research Database
ProQuest Health & Medical Complete (Alumni)
DatabaseTitle MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
ProQuest Health & Medical Complete (Alumni)
Engineering Research Database
Technology Research Database
Mechanical & Transportation Engineering Abstracts
Calcium & Calcified Tissue Abstracts
Physical Education Index
DatabaseTitleList ProQuest Health & Medical Complete (Alumni)
MEDLINE
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
Engineering
Anatomy & Physiology
EISSN 1873-2380
ExternalDocumentID 40516372
Genre Journal Article
GroupedDBID ---
--K
--M
--Z
-~X
.1-
.55
.FO
.GJ
.~1
0R~
1B1
1P~
1RT
1~.
1~5
29J
4.4
457
4G.
53G
5GY
5VS
7-5
71M
7X7
88E
8AO
8FE
8FH
8FI
8FJ
8G5
8P~
9JM
9JN
AABNK
AAEDT
AAEDW
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQQT
AAQXK
AATTM
AAXKI
AAXUO
AAYWO
ABBQC
ABFNM
ABJNI
ABMAC
ABMZM
ABUWG
ABWVN
ABXDB
ACDAQ
ACGFS
ACIEU
ACIUM
ACIWK
ACNNM
ACPRK
ACRLP
ACRPL
ACVFH
ADBBV
ADCNI
ADEZE
ADMUD
ADNMO
ADTZH
AEBSH
AECPX
AEIPS
AEKER
AENEX
AEUPX
AEVXI
AFCTW
AFJKZ
AFKRA
AFPUW
AFRHN
AFTJW
AFXIZ
AGCQF
AGHFR
AGQPQ
AGRNS
AGUBO
AGYEJ
AHHHB
AHJVU
AHMBA
AI.
AIEXJ
AIGII
AIIUN
AIKHN
AITUG
AJRQY
AJUYK
AKBMS
AKRWK
AKYEP
ALIPV
ALMA_UNASSIGNED_HOLDINGS
AMRAJ
ANKPU
ANZVX
APXCP
ASPBG
AVWKF
AXJTR
AZFZN
AZQEC
BBNVY
BENPR
BHPHI
BJAXD
BKOJK
BLXMC
BNPGV
BPHCQ
BVXVI
CCPQU
CGR
CS3
CUY
CVF
DU5
DWQXO
EBD
EBS
ECM
EFJIC
EFKBS
EIF
EJD
EO8
EO9
EP2
EP3
F5P
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
FYUFA
G-2
G-Q
GBLVA
GNUQQ
GUQSH
HCIFZ
HEE
HMCUK
HMK
HMO
HVGLF
HZ~
H~9
I-F
IHE
J1W
JJJVA
KOM
LK8
M1P
M29
M2O
M31
M41
M7P
ML~
MO0
MVM
N9A
NPM
O-L
O9-
OAUVE
OH.
OHT
OT.
OZT
P-8
P-9
P2P
PC.
PHGZM
PHGZT
PJZUB
PPXIY
PQGLB
PQQKQ
PROAC
PSQYO
Q38
R2-
RIG
ROL
RPZ
SAE
SCC
SDF
SDG
SDP
SEL
SES
SEW
SJN
SPC
SPCBC
SSH
SST
SSZ
T5K
UKHRP
UPT
VH1
WUQ
X7M
XOL
XPP
YQT
Z5R
ZGI
ZMT
~G-
7QP
7TB
7TS
8FD
FR3
K9.
ID FETCH-LOGICAL-p512-3c280193654590d972bf47e751f23371e7ad1e16da911bdad10e1f749eee06723
ISSN 0021-9290
IngestDate Sat Aug 23 12:23:18 EDT 2025
Mon Jul 21 06:04:53 EDT 2025
IsPeerReviewed true
IsScholarly true
Keywords Autoscoper
3DSlicer
Videoradiography
Skeletal Tracking
Kinematics
Language English
License Copyright © 2025 The Authors. Published by Elsevier Ltd.. All rights reserved.
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-p512-3c280193654590d972bf47e751f23371e7ad1e16da911bdad10e1f749eee06723
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
PMID 40516372
PQID 3228782985
PQPubID 1226346
ParticipantIDs proquest_journals_3228782985
pubmed_primary_40516372
PublicationCentury 2000
PublicationDate 20250907
PublicationDateYYYYMMDD 2025-09-07
PublicationDate_xml – month: 09
  year: 2025
  text: 20250907
  day: 07
PublicationDecade 2020
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: Kidlington
PublicationTitle Journal of biomechanics
PublicationTitleAlternate J Biomech
PublicationYear 2025
Publisher Elsevier Limited
Publisher_xml – name: Elsevier Limited
SSID ssj0007479
Score 2.4781222
Snippet Tracking skeletal joint kinematics in vivo with biplane videoradiography (BVR) can rigorously address a range of important questions in musculoskeletal...
SourceID proquest
pubmed
SourceType Aggregation Database
Index Database
StartPage 112810
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
URI https://www.ncbi.nlm.nih.gov/pubmed/40516372
https://www.proquest.com/docview/3228782985
Volume 189
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Nb9NAEF2FIiE4IEihFAraA3CxbMXrOOs9upQqFFIhEaRysnbttdS0taPEVlUOXLj03P5DfgmzH67dEhBwsRJLXjuel92Z2fdmEHo58HMh1P5gFpBAZauEK0iYupyFPBVyFGZcaYcn-6Px5-HeQXjQ6112WEt1Jbz060pdyf9YFc6BXZVK9h8sezUonIDPYF84goXh-Fc2jguHp2m9UC3b-VWJTa1DOYYJYBHXVallJwtn4mhaQ_SKEWcJU--pYnxpiiFcfaSTCkewAlVGPlLrjQVNldWMQ3euOLGO0uwBZLJDW-faUfzSpTTFoFa4uFrbr6TFHUq9YvfaPtYnZ51cbHlcQeh_Kht-cEtF3pZgmKYH_J7ODxWtgOJLaUbb4bParsI2iUFCzdKibWatUdf8qurSFBJiWop60kzSEQ1ccDUG12dxtnJFMMmJmTezP9lTt1fCqcjSaa-V4B7Hn5KPO7vJh3f772-h2wRiD9UWw_vW8oYg_rK8IfNgHdn56rv8PnbRPsz0AbpvLYNjg6SHqCeLPlqPC16VJ2f4NdZ0YL3P0kf3OpUq--jOxHIw1tH3uMAN6nCLOlzm-Cbq8AT_OL_ADd4w4A03eMMN3nCLN3xY4A7e8E284QZvj9B09-30zdi1rTzceaiqYqYEPCEWjMBfZ4OMUSLyIZU09HMSBNSXlGe-9EcZh7VXZPBlIP2cDpmUUnEFgsdorSgL-QRhQqTIqB_4Qaba54H_7DMYh2mFN-P5Jtpq3nZi_6rLBFatCFxhFoWbaMNYIJmbai4JRCwQk1Dy9M8XPkN3W-BuoTV4NfI5-KOVeKHx8RMIHZHQ
linkProvider Elsevier
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=An+accuracy+assessment+of+SlicerAutoscoper+M+%E2%88%92+software+for+tracking+skeletal+structures+in+multi-plane+videoradiography+datasets&rft.jtitle=Journal+of+biomechanics&rft.au=Morton%2C+Amy+M&rft.au=Holtgrewe%2C+John+D&rft.au=Beveridge%2C+Jillian+E&rft.au=Yoon%2C+Dajung&rft.date=2025-09-07&rft.pub=Elsevier+Limited&rft.issn=0021-9290&rft.eissn=1873-2380&rft.volume=189&rft_id=info:doi/10.1016%2Fj.jbiomech.2025.112810&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0021-9290&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0021-9290&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0021-9290&client=summon