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

Taking care of a child can be a very demanding task nowadays. Accidents can occur if the child minder is not paying enough attention. Children might end up being injured or breaking stuff around the house. To help cope with this problem, a system that helps assist the child minder in monitoring the...

Full description

Saved in:
Bibliographic Details
Main Author: Kam, Joey Teik Kuan
Other Authors: Cham Tat Jen
Format: Final Year Project
Language:English
Published: 2009
Subjects:
Online Access:http://hdl.handle.net/10356/16978
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-16978
record_format dspace
spelling sg-ntu-dr.10356-169782023-03-03T20:39:50Z Assisted child-minding based on visual activity monitoring in a home camera surveillance system Kam, Joey Teik Kuan Cham Tat Jen School of Computer Engineering Centre for Multimedia and Network Technology DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision Taking care of a child can be a very demanding task nowadays. Accidents can occur if the child minder is not paying enough attention. Children might end up being injured or breaking stuff around the house. To help cope with this problem, a system that helps assist the child minder in monitoring the child is being proposed. This project is mainly about developing a semi-automated system that obtains realtime surveillance footage from a home equipped with surveillance cameras. Using this footage, the user is then able to track a target (child) and monitor its movements. Also, the user is able to specify certain regions of the footage to be offlimits to the target. Whenever the target comes into these regions, the system would then notify the user so that he/she can take appropriate actions. The system is developed using C++ and OpenCV library. First, the CAM Shift and Mean Shift algorithm were implemented to test how well both functions is able to track the child given in the dataset. Later on, Background Subtraction technique was then used to combine with Mean Shift for a better performing tracker. A function to specify Restricted Zone in the footage and an algorithm to sense whether the tracking target enters this zone is developed later on. When first implementing CAM Shift and Mean Shift tracking algorithms, the program is unable to track the target as a whole throughout the sequence. However, after combining Mean Shift with Background Subtraction, the tracker’s performance improves. Also, using the Restricted Zone function, the user is notified by the system whenever the target enters a Restricted Zone specified by the user. At the end of this project, the system is able to track the child inside the surveillance footage and monitor their movements. In future, as surveillance camera becomes more popular, developments of similar systems to aid man is evitable. Bachelor of Engineering (Computer Science) 2009-05-29T02:57:36Z 2009-05-29T02:57:36Z 2009 2009 Final Year Project (FYP) http://hdl.handle.net/10356/16978 en Nanyang Technological University 75 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
Kam, Joey Teik Kuan
Assisted child-minding based on visual activity monitoring in a home camera surveillance system
description Taking care of a child can be a very demanding task nowadays. Accidents can occur if the child minder is not paying enough attention. Children might end up being injured or breaking stuff around the house. To help cope with this problem, a system that helps assist the child minder in monitoring the child is being proposed. This project is mainly about developing a semi-automated system that obtains realtime surveillance footage from a home equipped with surveillance cameras. Using this footage, the user is then able to track a target (child) and monitor its movements. Also, the user is able to specify certain regions of the footage to be offlimits to the target. Whenever the target comes into these regions, the system would then notify the user so that he/she can take appropriate actions. The system is developed using C++ and OpenCV library. First, the CAM Shift and Mean Shift algorithm were implemented to test how well both functions is able to track the child given in the dataset. Later on, Background Subtraction technique was then used to combine with Mean Shift for a better performing tracker. A function to specify Restricted Zone in the footage and an algorithm to sense whether the tracking target enters this zone is developed later on. When first implementing CAM Shift and Mean Shift tracking algorithms, the program is unable to track the target as a whole throughout the sequence. However, after combining Mean Shift with Background Subtraction, the tracker’s performance improves. Also, using the Restricted Zone function, the user is notified by the system whenever the target enters a Restricted Zone specified by the user. At the end of this project, the system is able to track the child inside the surveillance footage and monitor their movements. In future, as surveillance camera becomes more popular, developments of similar systems to aid man is evitable.
author2 Cham Tat Jen
author_facet Cham Tat Jen
Kam, Joey Teik Kuan
format Final Year Project
author Kam, Joey Teik Kuan
author_sort Kam, Joey Teik Kuan
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 2009
url http://hdl.handle.net/10356/16978
_version_ 1759855995725545472