Evidence map›Paper›PMID 42740112›Full record

ArticleSensors (Basel, Switzerland)2026

Concurrent Validation of a Multi-Camera Markerless Motion Capture System Against Inertial Sensors for Upper- and Lower-Limb Joint Kinematics.

Carlalberto Francia, Lucia Donno, Gaia Strada, Veronica Cimolin, Mario Covarrubias Rodriguez, Manuela Galli

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Carlalberto FranciaDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, MI, Italy.ORCID 0009-0009-9454-7181
Lucia DonnoDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, MI, Italy.ORCID 0000-0003-4297-2433
Gaia StradaDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, MI, Italy.ORCID 0009-0004-8742-2798
Veronica CimolinDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, MI, Italy.ORCID 0000-0001-6299-7254
Mario Covarrubias RodriguezDepartment of Mechanical Engineering, Politecnico di Milano, Via Privata Giuseppe La Masa 1, 20156 Milan, MI, Italy.ORCID 0000-0003-4195-9333
Manuela GalliDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, MI, Italy.ORCID 0000-0003-2772-4837

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Markerless video-based motion capture is a fast-developing, low-burden and versatile alternative to marker-based stereophotogrammetry, yet independent validation evidence for several commercial solutions is still scarce. This study validates the markerless software CapturyStudio (The Captury GmbH, Saarbrücken, Germany) for the reconstruction of upper- and lower-limb joint kinematics, comparing it with a validated Xsens (Movella, Henderson, NV, USA) inertial measurement unit system. Ten healthy subjects (five females and five males) performed two standardized clinical tasks, a Reach-To-Grasp gesture for the upper limb and a Timed-Up and Go test for the lower limb, recorded simultaneously with eight BTS SMART EVO-DX 2 (BTS Bioengineering S.p.A., Garbagnate Milanese, Italy) cameras operating in markerless mode and a 17-sensor Xsens system. Elbow, shoulder, knee and hip flexion-extension angles were reconstructed from three-dimensional anatomical keypoints provided by CapturyStudio and compared with the Xsens angles through root mean square error in absolute and percentage terms, range-of-motion accuracy, intraclass correlation coefficient (ICC), Spearman's coefficient (ρ), Bland-Altman analysis and non-parametric Wilcoxon Rank-Sum tests. CapturyStudio reproduced the temporal pattern of all four angles faithfully (ICC ≥ 0.87; ρ ≥ 0.89), with median discrepancies of about 12° for the elbow and below 8° for shoulder, knee and hip and with the best agreement for the upper limb; the main weakness was a systematic overestimation of hip range of motion. Since both systems are indirect measurement techniques, these values represent the discrepancy between two methods and an upper bound on the error of the markerless system rather than its absolute accuracy. Their magnitude is comparable to the changes regarded as clinically meaningful in goniometric assessment, so the system is presently suited to the analysis of movement patterns rather than to the measurement of absolute joint angles. The study is to be read as a technical comparison of two measurement systems, delimiting the conditions under which future clinical, rehabilitation and sports applications may be pursued.

Indexed as

JointsLower ExtremityMotion CaptureUpper ExtremityAdultBiomechanical PhenomenaFemaleHumansMaleRange of Motion, ArticularSoftwareVideo RecordingCapturyStudioinertial measurement unitjoint anglesmarkerlessmotion analysisrehabilitationvalidation

Identifiers

PMID42740112
PMCPMC13568409

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.