Assisted child-minding based on visual activity monitoring in a home camera surveillance system

Monitoring a child can be demanding these days. This is especially so in our current society where both parents are busy with work both inside and outside of the house. Children might get injured when the parents are not paying enough attention. To deal with this problem, an assisted child-minder sy...

Full description

Saved in:
Bibliographic Details
Main Author: Chua, Jarrett Zong Xuan
Other Authors: Cham Tat Jen
Format: Final Year Project
Language:English
Published: 2018
Subjects:
Online Access:http://hdl.handle.net/10356/76157
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-76157
record_format dspace
spelling sg-ntu-dr.10356-761572023-03-03T20:55:33Z Assisted child-minding based on visual activity monitoring in a home camera surveillance system Chua, Jarrett Zong Xuan Cham Tat Jen School of Computer Science and Engineering DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision Monitoring a child can be demanding these days. This is especially so in our current society where both parents are busy with work both inside and outside of the house. Children might get injured when the parents are not paying enough attention. To deal with this problem, an assisted child-minder system is being proposed. The aim of this project is to monitor the child through visualization methods with a given dataset that is obtained through surveillance cameras. Using this system, the user will be able to track the movements of the child. Also, a boundary can be defined as such when the child crosses the boundary, the parents will be notified. This system is developed in visual studio using C++ and the OpenCV library. Firstly, different background subtraction techniques were implemented to separate the dataset’s foreground and background. Secondly, mean shift algorithm was implemented to track the child’s movement. Lastly, a boundary is defined to detect if the child entered the restricted zone. Although the mean shift algorithm is successful in tracking the child in dataset 1, it is not very successful in dataset 2. There is definitely still room for improvement to increase the algorithm’s accuracy. Bachelor of Engineering (Computer Science) 2018-11-21T13:49:12Z 2018-11-21T13:49:12Z 2018 Final Year Project (FYP) http://hdl.handle.net/10356/76157 en Nanyang Technological University 42 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::Computing methodologies::Image processing and computer vision
spellingShingle DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
Chua, Jarrett Zong Xuan
Assisted child-minding based on visual activity monitoring in a home camera surveillance system
description Monitoring a child can be demanding these days. This is especially so in our current society where both parents are busy with work both inside and outside of the house. Children might get injured when the parents are not paying enough attention. To deal with this problem, an assisted child-minder system is being proposed. The aim of this project is to monitor the child through visualization methods with a given dataset that is obtained through surveillance cameras. Using this system, the user will be able to track the movements of the child. Also, a boundary can be defined as such when the child crosses the boundary, the parents will be notified. This system is developed in visual studio using C++ and the OpenCV library. Firstly, different background subtraction techniques were implemented to separate the dataset’s foreground and background. Secondly, mean shift algorithm was implemented to track the child’s movement. Lastly, a boundary is defined to detect if the child entered the restricted zone. Although the mean shift algorithm is successful in tracking the child in dataset 1, it is not very successful in dataset 2. There is definitely still room for improvement to increase the algorithm’s accuracy.
author2 Cham Tat Jen
author_facet Cham Tat Jen
Chua, Jarrett Zong Xuan
format Final Year Project
author Chua, Jarrett Zong Xuan
author_sort Chua, Jarrett Zong Xuan
title Assisted child-minding based on visual activity monitoring in a home camera surveillance system
title_short Assisted child-minding based on visual activity monitoring in a home camera surveillance system
title_full Assisted child-minding based on visual activity monitoring in a home camera surveillance system
title_fullStr Assisted child-minding based on visual activity monitoring in a home camera surveillance system
title_full_unstemmed Assisted child-minding based on visual activity monitoring in a home camera surveillance system
title_sort assisted child-minding based on visual activity monitoring in a home camera surveillance system
publishDate 2018
url http://hdl.handle.net/10356/76157
_version_ 1759853023950012416