Assisted child-minding based on visual activity monitoring

Child-minding requires continuous high attention and awareness by the child minder that results in heavy fatigue after long periods of time. The objectives of this project are to implement a robust vision-based tracking capability and develop a semi-supervised approach specifying areas in the home t...

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Main Author: Yong, Gary Wen Wei
Other Authors: Cham Tat Jen
Format: Final Year Project
Language:English
Published: 2017
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Online Access:http://hdl.handle.net/10356/70369
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-703692023-03-03T20:28:03Z Assisted child-minding based on visual activity monitoring Yong, Gary Wen Wei Cham Tat Jen School of Computer Science and Engineering DRNTU::Engineering::Computer science and engineering Child-minding requires continuous high attention and awareness by the child minder that results in heavy fatigue after long periods of time. The objectives of this project are to implement a robust vision-based tracking capability and develop a semi-supervised approach specifying areas in the home that will trigger an alert to the adult to warn that the child has entered the danger zone, and to define or identify the child object model. The software to be developed is an interactive and semi-automated system based on surveillance systems which will assist the child minder in child-minding. The algorithms used are background subtraction which allows the object in motion to be detected and mean shift to track the object in motion using a tracker based on matching the most similar histogram values. The experiment conducted has successfully identified the object and can track the object in motion. The object is not 100% always in the bounding box, but after numerous tests, the tracker can track the object from the starting location to the its destination with prior precise definition of the object model. In short, it is able to track the child and alert the adult when the child enters the danger zone. This project has a very good market opportunity in the future as increasingly more parents are full-time working adults whom will require help in child-minding. Bachelor of Engineering (Computer Science) 2017-04-21T02:20:41Z 2017-04-21T02:20:41Z 2017 Final Year Project (FYP) http://hdl.handle.net/10356/70369 en Nanyang Technological University 32 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering
spellingShingle DRNTU::Engineering::Computer science and engineering
Yong, Gary Wen Wei
Assisted child-minding based on visual activity monitoring
description Child-minding requires continuous high attention and awareness by the child minder that results in heavy fatigue after long periods of time. The objectives of this project are to implement a robust vision-based tracking capability and develop a semi-supervised approach specifying areas in the home that will trigger an alert to the adult to warn that the child has entered the danger zone, and to define or identify the child object model. The software to be developed is an interactive and semi-automated system based on surveillance systems which will assist the child minder in child-minding. The algorithms used are background subtraction which allows the object in motion to be detected and mean shift to track the object in motion using a tracker based on matching the most similar histogram values. The experiment conducted has successfully identified the object and can track the object in motion. The object is not 100% always in the bounding box, but after numerous tests, the tracker can track the object from the starting location to the its destination with prior precise definition of the object model. In short, it is able to track the child and alert the adult when the child enters the danger zone. This project has a very good market opportunity in the future as increasingly more parents are full-time working adults whom will require help in child-minding.
author2 Cham Tat Jen
author_facet Cham Tat Jen
Yong, Gary Wen Wei
format Final Year Project
author Yong, Gary Wen Wei
author_sort Yong, Gary Wen Wei
title Assisted child-minding based on visual activity monitoring
title_short Assisted child-minding based on visual activity monitoring
title_full Assisted child-minding based on visual activity monitoring
title_fullStr Assisted child-minding based on visual activity monitoring
title_full_unstemmed Assisted child-minding based on visual activity monitoring
title_sort assisted child-minding based on visual activity monitoring
publishDate 2017
url http://hdl.handle.net/10356/70369
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