Literature DB >> 28755269

Automatic Torso Detection in Images of Preterm Infants.

Meharmeet Kaur1, Andrew P Marshall1, Caillin Eastwood-Sutherland1, Brian P Salmon1, Peter A Dargaville2,3, Timothy J Gale4.   

Abstract

Imaging systems have applications in patient respiratory monitoring but with limited application in neonatal intensive care units (NICU). In this paper we propose an algorithm to automatically detect the torso in an image of a preterm infant during non-invasive respiratory monitoring. The algorithm uses normalised cut to segment each image into clusters, followed by two fuzzy inference systems to detect the nappy and torso. Our dataset comprised overhead images of 16 preterm infants in a NICU, with uncontrolled illumination, and encompassing variations in poses, presence of medical equipment and clutter in the background. The algorithm successfully identified the torso region for 15 of the 16 images, with a high agreement between the detected torso and the torso identified by clinical experts.

Entities:  

Keywords:  Image processing; NICU; Non-contact respiratory monitoring; Paediatrics; Respiratory rate; Torso detection

Mesh:

Year:  2017        PMID: 28755269     DOI: 10.1007/s10916-017-0782-8

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  6 in total

1.  Video-based respiration monitoring with automatic region of interest detection.

Authors:  Rik Janssen; Wenjin Wang; Andreia Moço; Gerard de Haan
Journal:  Physiol Meas       Date:  2015-12-07       Impact factor: 2.833

2.  Camera-based system for contactless monitoring of respiration.

Authors:  Marek Bartula; Timo Tigges; Jens Muehlsteff
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2013

3.  A new algorithm for detecting central apnea in neonates.

Authors:  Hoshik Lee; Craig G Rusin; Douglas E Lake; Matthew T Clark; Lauren Guin; Terri J Smoot; Alix O Paget-Brown; Brooke D Vergales; John Kattwinkel; J Randall Moorman; John B Delos
Journal:  Physiol Meas       Date:  2011-12-07       Impact factor: 2.833

4.  Monitoring patient respiration using a single optical camera.

Authors:  Stefan Wiesner; Ziv Yaniv
Journal:  Annu Int Conf IEEE Eng Med Biol Soc       Date:  2007

Review 5.  Cardiorespiratory events in preterm infants: etiology and monitoring technologies.

Authors:  J M Di Fiore; C F Poets; E Gauda; R J Martin; P MacFarlane
Journal:  J Perinatol       Date:  2015-11-19       Impact factor: 2.521

6.  Continuous non-contact vital sign monitoring in neonatal intensive care unit.

Authors:  Mauricio Villarroel; Alessandro Guazzi; João Jorge; Sara Davis; Peter Watkinson; Gabrielle Green; Asha Shenvi; Kenny McCormick; Lionel Tarassenko
Journal:  Healthc Technol Lett       Date:  2014-09-23
  6 in total

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