Gait-Based Diplegia Classification Using LSMT Networks.


Journal

Journal of healthcare engineering
ISSN: 2040-2295
Titre abrégé: J Healthc Eng
Pays: England
ID NLM: 101528166

Informations de publication

Date de publication:
2019
Historique:
received: 11 07 2018
accepted: 11 12 2018
entrez: 26 2 2019
pubmed: 26 2 2019
medline: 6 5 2020
Statut: epublish

Résumé

Diplegia is a specific subcategory of the wide spectrum of motion disorders gathered under the name of cerebral palsy. Recent works proposed to use gait analysis for diplegia classification paving the way for automated analysis. A clinically established gait-based classification system divides diplegic patients into 4 main forms, each one associated with a peculiar walking pattern. In this work, we apply two different deep learning techniques, namely,

Identifiants

pubmed: 30800255
doi: 10.1155/2019/3796898
pmc: PMC6360037
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

3796898

Références

Gait Posture. 2007 Oct;26(4):560-71
pubmed: 17291764
Conf Proc IEEE Eng Med Biol Soc. 2004;2006:466-9
pubmed: 17271714
Eur J Phys Rehabil Med. 2015 Feb;51(1):39-48
pubmed: 25052013
Eur J Phys Rehabil Med. 2008 Jun;44(2):203-11
pubmed: 18418340
Gait Posture. 2007 Mar;25(3):374-9
pubmed: 16784857
Early Hum Dev. 2012 Jul;88(7):547-53
pubmed: 22281057
Gait Posture. 2007 Jan;25(1):140-52
pubmed: 16490354
Gait Posture. 2009 Jan;29(1):71-5
pubmed: 18676146
Eur J Phys Rehabil Med. 2008 Jun;44(2):195-201
pubmed: 18418339
Eur J Phys Rehabil Med. 2008 Jun;44(2):213-20
pubmed: 18418341
Dev Med Child Neurol. 1997 Apr;39(4):214-23
pubmed: 9183258
IEEE Trans Biomed Eng. 2006 Dec;53(12 Pt 1):2479-90
pubmed: 17153205
Gait Posture. 2010 Jun;32(2):253-8
pubmed: 20605460
Res Dev Disabil. 2011 Nov-Dec;32(6):2542-52
pubmed: 21807478

Auteurs

Alberto Ferrari (A)

Department of Electrical, Electronic and Information Engineering Guglielmo Marconi, University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy.

Luca Bergamini (L)

Department of Engineering Enzo Ferrari, University of Modena and Reggio Emilia, Via Vivarelli 10, 41125 Modena, Italy.

Giorgio Guerzoni (G)

Department of Engineering Enzo Ferrari, University of Modena and Reggio Emilia, Via Vivarelli 10, 41125 Modena, Italy.

Simone Calderara (S)

Department of Engineering Enzo Ferrari, University of Modena and Reggio Emilia, Via Vivarelli 10, 41125 Modena, Italy.

Nicola Bicocchi (N)

Department of Engineering Enzo Ferrari, University of Modena and Reggio Emilia, Via Vivarelli 10, 41125 Modena, Italy.

Giorgio Vitetta (G)

Department of Engineering Enzo Ferrari, University of Modena and Reggio Emilia, Via Vivarelli 10, 41125 Modena, Italy.

Corrado Borghi (C)

LAMBDA -Laboratorio Analisi del Movimento del Bambino Dis-Abile, Azienda Ospedaliera Arcispedale S. Maria Nuova and University of Modena and Reggio Emilia, Reggio Emilia, Italy.

Rita Neviani (R)

LAMBDA -Laboratorio Analisi del Movimento del Bambino Dis-Abile, Azienda Ospedaliera Arcispedale S. Maria Nuova and University of Modena and Reggio Emilia, Reggio Emilia, Italy.

Adriano Ferrari (A)

LAMBDA -Laboratorio Analisi del Movimento del Bambino Dis-Abile, Azienda Ospedaliera Arcispedale S. Maria Nuova and University of Modena and Reggio Emilia, Reggio Emilia, Italy.
Department of Neuroscience, University of Modena and Reggio Emilia, Reggio Emilia, Italy.

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