Deploying background subtraction approach for tracking and detecting moving objects
Rodney Kadadi,Garima Devpriya,Ismail W. R. Taifa +2 more
- Vol. 2, Iss: 2, pp 127-136
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TLDR
The BGS method was employed with fewer complications so that the approach can be utilised in a pragmatic manner where the real-time video surveillance systems (VSS) is highly needed.Abstract:
This paper illustrates the deployment of the background subtraction (BGS) approach in detecting and tracking the targeted moving objects (MOs). Through the BGS method, there is a potential of cost-saving because the process of storing data occurs once the motion is detected. The aim was to detect the MOs effectively. The applied technique is applicable at all scenarios and places that need the real-time video surveillance systems (VSS), including airports, forest, frequent entrances for criminals, traffic monitoring, country borders, cash machines, schools, banks, among other challenging outdoor and indoor areas. The concept of installing VSS is substantially much needed. The BGS method was employed with fewer complications so that the approach can be utilised in a pragmatic manner (conditions) where the VSS is highly needed. The VSS must be more convenient, effective and efficient to enhance advanced security systems. © 2020 Published by Faculty of Engineeringgread more
Citations
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Journal ArticleDOI
Object Classification and Tracking Using Scaled P8 YOLOv4 Lite Model
TL;DR: YOLOv4-CSP-P5-P6-P7-P8 networks as discussed by the authors applied efficient network scaling strategies to detect and track the objects in image of high resolution in real time.
References
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Proceedings ArticleDOI
Wallflower: principles and practice of background maintenance
TL;DR: This work develops Wallflower, a three-component system for background maintenance that is shown to outperform previous algorithms by handling a greater set of the difficult situations that can occur.
Journal ArticleDOI
A comprehensive review of background subtraction algorithms evaluated with synthetic and real videos
Andrews Sobral,Antoine Vacavant +1 more
TL;DR: From this large set of various BG methods, a relevant experimental analysis is conducted to evaluate both their robustness and their practical performance in terms of processor/memory requirements.
Proceedings ArticleDOI
Design and Implementation of a Real Time Video Surveillance System with Wireless Sensor Networks
TL;DR: A real time video surveillance system consisting of many low cost sensors and a few wireless video cameras that is adaptable to variant environments and provides real time information of the monitored environment is proposed.
Book ChapterDOI
Background Subtraction Techniques: Systematic Evaluation and Comparative Analysis
Sonsoles Herrero,Jesús Bescós +1 more
TL;DR: This work has implemented and evaluated the most relevant BGS techniques, and performed a quantitative and qualitative comparison between them.
Journal ArticleDOI
Application of Object Detection and Tracking Techniques for Unmanned Aerial Vehicles
Shreyamsh Kamate,Nuri Yilmazer +1 more
TL;DR: Methods for detecting and tracking objects from UAVs were investigated and detecting objects were detected using adaptive background subtraction technique successfully and these detected objects were tracked by using Lucas-Kanade optical flow tracking, Continuously Adaptive Mean-Shift tracking based techniques.