A comparative study of object detection models for Real Time Application in Surveillance Systems

A comparative study of object detection models for Real Time Application in Surveillance Systems

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2022.

Manylion Llyfryddiaeth
Prif Awduron:	Alam, Saimun, Ahmed, Mahim Uddin, Hasan, Mehedi, Islam, Md. Morshedul, Arnob, Shahed Mehrab
Awduron Eraill:	Hossain, Dr. Muhammad Iqbal
Fformat:	Traethawd Ymchwil
Iaith:	en_US
Cyhoeddwyd:	Brac University 2022
Pynciau:	Surveillance and Security Systems Object Detection YOLO SSD Modern Home Security CCTV Camera Computer Vision Image Processing Fire Weapon and Threat Detection. Data Traffic Management System (Computer system)
Mynediad Ar-lein:	http://hdl.handle.net/10361/17167

Eitemau Tebyg

An efficient traffic management system to detect lane rule violation using Real-time Object Detection
gan: Arnob, Faed Ahmed, et al.
Cyhoeddwyd: (2021)

Optical flow based violence detection from video footage using hybrid MobileNet and Bi-LSTM
gan: Haque, Tashfia, et al.
Cyhoeddwyd: (2024)

Exploring attacks in the NFT gaming industry: A study of risks and mitigation strategies
gan: Mohima, Zarin Rahman, et al.
Cyhoeddwyd: (2023)

Efficient and effective automated surveillance agents using kernel tricks
gan: Ahmed, Tarem, et al.
Cyhoeddwyd: (2016)

Health threats as nontraditional security challenges for Bangladesh
gan: Bhuiya, Abbas
Cyhoeddwyd: (2016)

Image processing based human detection and social distancing measurements with monitoring via fine tuned deep learning and computer vision
gan: Datta, Anurag, et al.
Cyhoeddwyd: (2022)

Development of intelligent home security system
gan: Islam, Sayedul, et al.
Cyhoeddwyd: (2017)

Smart surveillance system for identifying bikers without helmets using deep learning
gan: Hossain, MD. Iqbal, et al.
Cyhoeddwyd: (2020)

Automated intruder detection from image sequences using minimum volume sets
gan: Ahmed, Tarem, et al.
Cyhoeddwyd: (2016)

Delay in completion of fire protection and detection work
gan: Brac University
Cyhoeddwyd: (2023)

Instruction to start the work at BRACU new campus project (Fire detection & fire protection)
gan: Brac University
Cyhoeddwyd: (2023)

Instruction to start the work of fire detection & fire protection at BRACU new campus project
gan: Brac University
Cyhoeddwyd: (2023)

Anomaly detection In IoT using machine learning algorithms
gan: Arko, Aritro Roy, et al.
Cyhoeddwyd: (2019)

MS pipe for conducting for AV. PA, IT system, security access control and fire detection cabling work
gan: BUCG-ABC Joint Venture (BUCG-ABC JV)
Cyhoeddwyd: (2023)

Face recognition based home security system
gan: Sakib, Sadman, et al.
Cyhoeddwyd: (2021)

Food security and nutrition surveillance project round 10 : February - April 2013
gan: Helen Keller International (HKI), et al.
Cyhoeddwyd: (2014)

Food security and nutrition surveillance project round 6 : October - December 2011
gan: Helen Keller International (HKI), et al.
Cyhoeddwyd: (2014)

Food security and nutrition surveillance project round 7 : February - May 2012
gan: Helen Keller International (HKI), et al.
Cyhoeddwyd: (2014)

Food security and nutrition surveillance project round 8 : June - August 2012
gan: Helen Keller International (HKI), et al.
Cyhoeddwyd: (2014)

Food security and nutrition surveillance project round 9 : October - December 2012
gan: Helen Keller International (HKI), et al.
Cyhoeddwyd: (2014)

Design of Arduino based home automation systems incorporating identity detection
gan: Islam, Md. Wasif, et al.
Cyhoeddwyd: (2018)

Food security and nutrition surveillance project, results from round 13 : February - April 2014
gan: Helen Keller International (HKI), et al.
Cyhoeddwyd: (2016)

Food security and nutrition surveillance project, results from round 12 : October - November 2013
gan: Helen Keller International (HKI), et al.
Cyhoeddwyd: (2014)

Smart security system based on frontal face detection method and android mobile
gan: Khan, Mahjabeen
Cyhoeddwyd: (2017)

Entry restricted security system for a smart home
gan: Razi, Abdullah Al, et al.
Cyhoeddwyd: (2016)

Instruction to ensure safety & security at BRACU new campus project (BTCL)
gan: Brac University
Cyhoeddwyd: (2023)

Cognitive load detection of vision impaired in the inward places using Bio-signal
gan: Kabir, Raiyan, et al.
Cyhoeddwyd: (2020)

Food security and nutrition surveillance project round 11 : June - September 2013
gan: Helen Keller International (HKI), et al.
Cyhoeddwyd: (2014)

Real-time DDoS detection in software-defined networks using machine learning
gan: Hasan, Kadir, et al.
Cyhoeddwyd: (2024)

An automated fire fighting system
gan: Shams, Rafat, et al.
Cyhoeddwyd: (2016)

Violent activity detection through surveillance camera using deep learning
gan: Miah, Parvez, et al.
Cyhoeddwyd: (2023)

Advancing autonomous navigation: YOLO-based road obstacle detection and segmentation for Bangladeshi environments
gan: Mahmud, Ishtiaque, et al.
Cyhoeddwyd: (2024)

Punches in the walls and slabs are being kept as per submitted drawing
gan: Brac University
Cyhoeddwyd: (2023)

Design and development of IoT based comprehensive system for emergency assistance
gan: Habib, Sahriar, et al.
Cyhoeddwyd: (2021)

Learning algorithms for anomaly detection from images
gan: Ahmed, Tarem, et al.
Cyhoeddwyd: (2018)

Abandoned object detection with video surveillance
gan: Aurangzeb, Chowdhury Farsad, et al.
Cyhoeddwyd: (2015)

A comparative study of traffic detection using Google map (GPS) and IoV
gan: Alam, Mohd. Touhedul, et al.
Cyhoeddwyd: (2023)

Real time action recognition from video footage
gan: Apon, Tasnim Sakib, et al.
Cyhoeddwyd: (2021)

Introducing AI in garment fault detection using YOLOv5 to reduce bottleneck
gan: Sanjana, Jasia, et al.
Cyhoeddwyd: (2024)

Assisting the visually impaired people using image processing
gan: Rahman, Ferdousi, et al.
Cyhoeddwyd: (2018)