Using Motion Tracking to Detect Spontaneous Movements in Infants

Mikkel Damgaard Olsen; Anna Herskind; Jens Bo Nielsen; Rasmus Reinhold Paulsen

doi:10.1007/978-3-319-19665-7_34

Using Motion Tracking to Detect Spontaneous Movements in Infants

Mikkel Damgaard Olsen, Anna Herskind, Jens Bo Nielsen, Rasmus Reinhold Paulsen

Technical University of Denmark

Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

Abstract

We study the characteristics of infants’ spontaneous movements, based on data obtained from a markerless motion tracking system. From the pose data, the set of features are generated from the raw joint-angles of the infants and different classifiers are trained and evaluated using annotated data. Furthermore, we look at the importance of different features and outline the most significant features for detecting spontaneous movements of infants. Using these findings for further analysis of infants’ movements, this might be used to identify infants in risk of cerebral palsy.

Original language	English
Title of host publication	Image Analysis : 19th Scandinavian Conference, SCIA 2015 Copenhagen, Denmark, June 15–17, 2015 Proceedings
Number of pages	8
Publisher	Springer Science+Business Media
Publication date	2015
Pages	410-417
ISBN (Print)	978-3-319-19664-0
ISBN (Electronic)	978-3-319-19665-7
DOIs	https://doi.org/10.1007/978-3-319-19665-7_34
Publication status	Published - 2015
Event	19th Scandinavian Conference on Image Analysis - Copenhagen, Denmark Duration: 15 Jun 2015 → 17 Jun 2015 Conference number: 19 http://www.scia2015.org/

Conference

Conference	19th Scandinavian Conference on Image Analysis
Number	19
Country/Territory	Denmark
City	Copenhagen
Period	15/06/2015 → 17/06/2015
Internet address	http://www.scia2015.org/

Series	Lecture Notes in Computer Science
ISSN	0302-9743

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10.1007/978-3-319-19665-7_34

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title = "Using Motion Tracking to Detect Spontaneous Movements in Infants",

abstract = "We study the characteristics of infants{\textquoteright} spontaneous movements, based on data obtained from a markerless motion tracking system. From the pose data, the set of features are generated from the raw joint-angles of the infants and different classifiers are trained and evaluated using annotated data. Furthermore, we look at the importance of different features and outline the most significant features for detecting spontaneous movements of infants. Using these findings for further analysis of infants{\textquoteright} movements, this might be used to identify infants in risk of cerebral palsy.",

author = "Olsen, {Mikkel Damgaard} and Anna Herskind and Nielsen, {Jens Bo} and Paulsen, {Rasmus Reinhold}",

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language = "English",

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series = "Lecture Notes in Computer Science",

publisher = "Springer Science+Business Media",

pages = "410--417",

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note = "19th Scandinavian Conference on Image Analysis, SCIA 2015 ; Conference date: 15-06-2015 Through 17-06-2015",

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Olsen, MD, Herskind, A, Nielsen, JB & Paulsen, RR 2015, Using Motion Tracking to Detect Spontaneous Movements in Infants. in Image Analysis: 19th Scandinavian Conference, SCIA 2015 Copenhagen, Denmark, June 15–17, 2015 Proceedings. Springer Science+Business Media, Lecture Notes in Computer Science, pp. 410-417, 19th Scandinavian Conference on Image Analysis, Copenhagen, Denmark, 15/06/2015. https://doi.org/10.1007/978-3-319-19665-7_34

Using Motion Tracking to Detect Spontaneous Movements in Infants. / Olsen, Mikkel Damgaard; Herskind, Anna; Nielsen, Jens Bo et al.
Image Analysis: 19th Scandinavian Conference, SCIA 2015 Copenhagen, Denmark, June 15–17, 2015 Proceedings. Springer Science+Business Media, 2015. p. 410-417 (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

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Using Motion Tracking to Detect Spontaneous Movements in Infants

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