SlideShare a Scribd company logo
1 of 20
 Movement Speed and Camera Distance Measurement for Human Motion Detection based on Interocular Distance  KhandakerAbirRahman Kiran S. Balagani Vir V. Phoha Chuka Okoye 15 June 2009
[object Object]
Related Works
Contributions
Proposed System
Experiments and Results
Conclusions
Future DirectionsOrganization
To locate eye position using CCD camera. To calculate human interocular distance (the distance between eyes). To measure person-to-camera distance.  To measure movement speed in real-time. Objectives
Distance Measurement Contact and non-contact approaches.  Image-based measuring approaches. 	Speed and Motion Detection Methods for detecting human motion include background subtraction [1], template matching [2], optical flow [3] and temporal differencing [4].  Related Works
This system measures the person distance by simply analyzing the interocular distance without using extra CCD cameras, flash lights, laser pointers, sound reflection tools etc. This system also measures the movement speed of a person based on the interocular distance. Contributions
Proposed System
Eye Detection Block Diagram
InterocularDistance Measurement
Person-to-Camera Distance Vs Interocular Distance (b) Height ranging between  5' 4'' and 5' 7'  (a)Height over 5'8'' (c) Height ranging between  5' and 5' 3'' (d) Height ranging bellow 5'
Formulation of Person-to-Camera Distance Measurement Equation
Person-to-Camera Distance Measurement
Person-to-Camera Distance Measurement (Contd.)
	The movement speed can be measured by the following equation, 	where    is the speed at    ,           at    . Movement Speed Measurement
Experiments & Results

More Related Content

Similar to Camera Distance

ROBUST HUMAN TRACKING METHOD BASED ON APPEARANCE AND GEOMETRICAL FEATURES IN ...
ROBUST HUMAN TRACKING METHOD BASED ON APPEARANCE AND GEOMETRICAL FEATURES IN ...ROBUST HUMAN TRACKING METHOD BASED ON APPEARANCE AND GEOMETRICAL FEATURES IN ...
ROBUST HUMAN TRACKING METHOD BASED ON APPEARANCE AND GEOMETRICAL FEATURES IN ...cscpconf
 
Robust Human Tracking Method Based on Apperance and Geometrical Features in N...
Robust Human Tracking Method Based on Apperance and Geometrical Features in N...Robust Human Tracking Method Based on Apperance and Geometrical Features in N...
Robust Human Tracking Method Based on Apperance and Geometrical Features in N...csandit
 
Fibrillation Detection using Accelerometer and Gyroscope of a Smartphone
Fibrillation Detection using Accelerometer and Gyroscope of a SmartphoneFibrillation Detection using Accelerometer and Gyroscope of a Smartphone
Fibrillation Detection using Accelerometer and Gyroscope of a Smartphoneijtsrd
 
Paper id 25201433
Paper id 25201433Paper id 25201433
Paper id 25201433IJRAT
 
Gait Recognition for Security and Surveillance System- A Review
Gait Recognition for Security and Surveillance System- A ReviewGait Recognition for Security and Surveillance System- A Review
Gait Recognition for Security and Surveillance System- A ReviewIJCSIS Research Publications
 
FOOT ANTHROPOMETRY DEVICE AND SINGLE OBJECT IMAGE THRESHOLDING
FOOT ANTHROPOMETRY DEVICE AND SINGLE OBJECT IMAGE THRESHOLDINGFOOT ANTHROPOMETRY DEVICE AND SINGLE OBJECT IMAGE THRESHOLDING
FOOT ANTHROPOMETRY DEVICE AND SINGLE OBJECT IMAGE THRESHOLDINGsipij
 
BIOMETRIC AUTHORIZATION SYSTEM USING GAIT BIOMETRY
BIOMETRIC AUTHORIZATION SYSTEM USING GAIT BIOMETRYBIOMETRIC AUTHORIZATION SYSTEM USING GAIT BIOMETRY
BIOMETRIC AUTHORIZATION SYSTEM USING GAIT BIOMETRYIJCSEA Journal
 
AI Personal Trainer Using Open CV and Media Pipe
AI Personal Trainer Using Open CV and Media PipeAI Personal Trainer Using Open CV and Media Pipe
AI Personal Trainer Using Open CV and Media PipeIRJET Journal
 
To identify the person using gait knn based approach
To identify the person using gait   knn based approachTo identify the person using gait   knn based approach
To identify the person using gait knn based approacheSAT Journals
 
Eye Gaze Tracking With a Web Camera in a Desktop Environment
Eye Gaze Tracking With a Web Camera in a Desktop EnvironmentEye Gaze Tracking With a Web Camera in a Desktop Environment
Eye Gaze Tracking With a Web Camera in a Desktop Environment1crore projects
 
Gait Recognition using MDA, LDA, BPNN and SVM
Gait Recognition using MDA, LDA, BPNN and SVMGait Recognition using MDA, LDA, BPNN and SVM
Gait Recognition using MDA, LDA, BPNN and SVMIJEEE
 
Gait Analysis in Biomechanics
Gait Analysis in BiomechanicsGait Analysis in Biomechanics
Gait Analysis in BiomechanicsDr Nishank Verma
 
hpe3d_report.pdf
hpe3d_report.pdfhpe3d_report.pdf
hpe3d_report.pdfgsrawat
 
Gait Recognition for Person Identification using Statistics of SURF
Gait Recognition for Person Identification using Statistics of SURFGait Recognition for Person Identification using Statistics of SURF
Gait Recognition for Person Identification using Statistics of SURFijtsrd
 
Principal component analysis for human gait recognition system
Principal component analysis for human gait recognition systemPrincipal component analysis for human gait recognition system
Principal component analysis for human gait recognition systemjournalBEEI
 

Similar to Camera Distance (20)

ROBUST HUMAN TRACKING METHOD BASED ON APPEARANCE AND GEOMETRICAL FEATURES IN ...
ROBUST HUMAN TRACKING METHOD BASED ON APPEARANCE AND GEOMETRICAL FEATURES IN ...ROBUST HUMAN TRACKING METHOD BASED ON APPEARANCE AND GEOMETRICAL FEATURES IN ...
ROBUST HUMAN TRACKING METHOD BASED ON APPEARANCE AND GEOMETRICAL FEATURES IN ...
 
Robust Human Tracking Method Based on Apperance and Geometrical Features in N...
Robust Human Tracking Method Based on Apperance and Geometrical Features in N...Robust Human Tracking Method Based on Apperance and Geometrical Features in N...
Robust Human Tracking Method Based on Apperance and Geometrical Features in N...
 
1879 1885
1879 18851879 1885
1879 1885
 
1879 1885
1879 18851879 1885
1879 1885
 
Fibrillation Detection using Accelerometer and Gyroscope of a Smartphone
Fibrillation Detection using Accelerometer and Gyroscope of a SmartphoneFibrillation Detection using Accelerometer and Gyroscope of a Smartphone
Fibrillation Detection using Accelerometer and Gyroscope of a Smartphone
 
Paper id 25201433
Paper id 25201433Paper id 25201433
Paper id 25201433
 
Gait Recognition for Security and Surveillance System- A Review
Gait Recognition for Security and Surveillance System- A ReviewGait Recognition for Security and Surveillance System- A Review
Gait Recognition for Security and Surveillance System- A Review
 
FOOT ANTHROPOMETRY DEVICE AND SINGLE OBJECT IMAGE THRESHOLDING
FOOT ANTHROPOMETRY DEVICE AND SINGLE OBJECT IMAGE THRESHOLDINGFOOT ANTHROPOMETRY DEVICE AND SINGLE OBJECT IMAGE THRESHOLDING
FOOT ANTHROPOMETRY DEVICE AND SINGLE OBJECT IMAGE THRESHOLDING
 
BIOMETRIC AUTHORIZATION SYSTEM USING GAIT BIOMETRY
BIOMETRIC AUTHORIZATION SYSTEM USING GAIT BIOMETRYBIOMETRIC AUTHORIZATION SYSTEM USING GAIT BIOMETRY
BIOMETRIC AUTHORIZATION SYSTEM USING GAIT BIOMETRY
 
AI Personal Trainer Using Open CV and Media Pipe
AI Personal Trainer Using Open CV and Media PipeAI Personal Trainer Using Open CV and Media Pipe
AI Personal Trainer Using Open CV and Media Pipe
 
To identify the person using gait knn based approach
To identify the person using gait   knn based approachTo identify the person using gait   knn based approach
To identify the person using gait knn based approach
 
Eye Gaze Tracking With a Web Camera in a Desktop Environment
Eye Gaze Tracking With a Web Camera in a Desktop EnvironmentEye Gaze Tracking With a Web Camera in a Desktop Environment
Eye Gaze Tracking With a Web Camera in a Desktop Environment
 
HMM BASED PARKINSON’S DETECTION BY ANALYSING SYMBOLIC POSTURAL GAIT IMAGE SEQ...
HMM BASED PARKINSON’S DETECTION BY ANALYSING SYMBOLIC POSTURAL GAIT IMAGE SEQ...HMM BASED PARKINSON’S DETECTION BY ANALYSING SYMBOLIC POSTURAL GAIT IMAGE SEQ...
HMM BASED PARKINSON’S DETECTION BY ANALYSING SYMBOLIC POSTURAL GAIT IMAGE SEQ...
 
0326
03260326
0326
 
Gait Recognition using MDA, LDA, BPNN and SVM
Gait Recognition using MDA, LDA, BPNN and SVMGait Recognition using MDA, LDA, BPNN and SVM
Gait Recognition using MDA, LDA, BPNN and SVM
 
Gait Analysis in Biomechanics
Gait Analysis in BiomechanicsGait Analysis in Biomechanics
Gait Analysis in Biomechanics
 
Abstract.docx
Abstract.docxAbstract.docx
Abstract.docx
 
hpe3d_report.pdf
hpe3d_report.pdfhpe3d_report.pdf
hpe3d_report.pdf
 
Gait Recognition for Person Identification using Statistics of SURF
Gait Recognition for Person Identification using Statistics of SURFGait Recognition for Person Identification using Statistics of SURF
Gait Recognition for Person Identification using Statistics of SURF
 
Principal component analysis for human gait recognition system
Principal component analysis for human gait recognition systemPrincipal component analysis for human gait recognition system
Principal component analysis for human gait recognition system
 

More from Chuka Okoye

Multihop Routing In Camera Sensor Networks
Multihop Routing In Camera Sensor NetworksMultihop Routing In Camera Sensor Networks
Multihop Routing In Camera Sensor NetworksChuka Okoye
 
Probablistic Inference With Limited Information
Probablistic Inference With Limited InformationProbablistic Inference With Limited Information
Probablistic Inference With Limited InformationChuka Okoye
 
Multihop Routing In Camera Sensor Networks
Multihop Routing In Camera Sensor NetworksMultihop Routing In Camera Sensor Networks
Multihop Routing In Camera Sensor NetworksChuka Okoye
 
Coming Of Calm Technology
Coming Of Calm TechnologyComing Of Calm Technology
Coming Of Calm TechnologyChuka Okoye
 

More from Chuka Okoye (6)

Multihop Routing In Camera Sensor Networks
Multihop Routing In Camera Sensor NetworksMultihop Routing In Camera Sensor Networks
Multihop Routing In Camera Sensor Networks
 
Probablistic Inference With Limited Information
Probablistic Inference With Limited InformationProbablistic Inference With Limited Information
Probablistic Inference With Limited Information
 
Multihop Routing In Camera Sensor Networks
Multihop Routing In Camera Sensor NetworksMultihop Routing In Camera Sensor Networks
Multihop Routing In Camera Sensor Networks
 
Coming Of Calm Technology
Coming Of Calm TechnologyComing Of Calm Technology
Coming Of Calm Technology
 
Haoscar
HaoscarHaoscar
Haoscar
 
Acm
AcmAcm
Acm
 

Recently uploaded

Intro in Product Management - Коротко про професію продакт менеджера
Intro in Product Management - Коротко про професію продакт менеджераIntro in Product Management - Коротко про професію продакт менеджера
Intro in Product Management - Коротко про професію продакт менеджераMark Opanasiuk
 
Hyatt driving innovation and exceptional customer experiences with FIDO passw...
Hyatt driving innovation and exceptional customer experiences with FIDO passw...Hyatt driving innovation and exceptional customer experiences with FIDO passw...
Hyatt driving innovation and exceptional customer experiences with FIDO passw...FIDO Alliance
 
Collecting & Temporal Analysis of Behavioral Web Data - Tales From The Inside
Collecting & Temporal Analysis of Behavioral Web Data - Tales From The InsideCollecting & Temporal Analysis of Behavioral Web Data - Tales From The Inside
Collecting & Temporal Analysis of Behavioral Web Data - Tales From The InsideStefan Dietze
 
FDO for Camera, Sensor and Networking Device – Commercial Solutions from VinC...
FDO for Camera, Sensor and Networking Device – Commercial Solutions from VinC...FDO for Camera, Sensor and Networking Device – Commercial Solutions from VinC...
FDO for Camera, Sensor and Networking Device – Commercial Solutions from VinC...FIDO Alliance
 
Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...
Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...
Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...ScyllaDB
 
Design Guidelines for Passkeys 2024.pptx
Design Guidelines for Passkeys 2024.pptxDesign Guidelines for Passkeys 2024.pptx
Design Guidelines for Passkeys 2024.pptxFIDO Alliance
 
Harnessing Passkeys in the Battle Against AI-Powered Cyber Threats.pptx
Harnessing Passkeys in the Battle Against AI-Powered Cyber Threats.pptxHarnessing Passkeys in the Battle Against AI-Powered Cyber Threats.pptx
Harnessing Passkeys in the Battle Against AI-Powered Cyber Threats.pptxFIDO Alliance
 
The Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdf
The Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdfThe Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdf
The Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdfFIDO Alliance
 
Introduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdf
Introduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdfIntroduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdf
Introduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdfFIDO Alliance
 
Structuring Teams and Portfolios for Success
Structuring Teams and Portfolios for SuccessStructuring Teams and Portfolios for Success
Structuring Teams and Portfolios for SuccessUXDXConf
 
Breaking Down the Flutterwave Scandal What You Need to Know.pdf
Breaking Down the Flutterwave Scandal What You Need to Know.pdfBreaking Down the Flutterwave Scandal What You Need to Know.pdf
Breaking Down the Flutterwave Scandal What You Need to Know.pdfUK Journal
 
TopCryptoSupers 12thReport OrionX May2024
TopCryptoSupers 12thReport OrionX May2024TopCryptoSupers 12thReport OrionX May2024
TopCryptoSupers 12thReport OrionX May2024Stephen Perrenod
 
Long journey of Ruby Standard library at RubyKaigi 2024
Long journey of Ruby Standard library at RubyKaigi 2024Long journey of Ruby Standard library at RubyKaigi 2024
Long journey of Ruby Standard library at RubyKaigi 2024Hiroshi SHIBATA
 
How Red Hat Uses FDO in Device Lifecycle _ Costin and Vitaliy at Red Hat.pdf
How Red Hat Uses FDO in Device Lifecycle _ Costin and Vitaliy at Red Hat.pdfHow Red Hat Uses FDO in Device Lifecycle _ Costin and Vitaliy at Red Hat.pdf
How Red Hat Uses FDO in Device Lifecycle _ Costin and Vitaliy at Red Hat.pdfFIDO Alliance
 
Oauth 2.0 Introduction and Flows with MuleSoft
Oauth 2.0 Introduction and Flows with MuleSoftOauth 2.0 Introduction and Flows with MuleSoft
Oauth 2.0 Introduction and Flows with MuleSoftshyamraj55
 
Working together SRE & Platform Engineering
Working together SRE & Platform EngineeringWorking together SRE & Platform Engineering
Working together SRE & Platform EngineeringMarcus Vechiato
 
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdfLinux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdfFIDO Alliance
 
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...marcuskenyatta275
 
Portal Kombat : extension du réseau de propagande russe
Portal Kombat : extension du réseau de propagande russePortal Kombat : extension du réseau de propagande russe
Portal Kombat : extension du réseau de propagande russe中 央社
 

Recently uploaded (20)

Intro in Product Management - Коротко про професію продакт менеджера
Intro in Product Management - Коротко про професію продакт менеджераIntro in Product Management - Коротко про професію продакт менеджера
Intro in Product Management - Коротко про професію продакт менеджера
 
Hyatt driving innovation and exceptional customer experiences with FIDO passw...
Hyatt driving innovation and exceptional customer experiences with FIDO passw...Hyatt driving innovation and exceptional customer experiences with FIDO passw...
Hyatt driving innovation and exceptional customer experiences with FIDO passw...
 
Collecting & Temporal Analysis of Behavioral Web Data - Tales From The Inside
Collecting & Temporal Analysis of Behavioral Web Data - Tales From The InsideCollecting & Temporal Analysis of Behavioral Web Data - Tales From The Inside
Collecting & Temporal Analysis of Behavioral Web Data - Tales From The Inside
 
FDO for Camera, Sensor and Networking Device – Commercial Solutions from VinC...
FDO for Camera, Sensor and Networking Device – Commercial Solutions from VinC...FDO for Camera, Sensor and Networking Device – Commercial Solutions from VinC...
FDO for Camera, Sensor and Networking Device – Commercial Solutions from VinC...
 
Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...
Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...
Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...
 
Design Guidelines for Passkeys 2024.pptx
Design Guidelines for Passkeys 2024.pptxDesign Guidelines for Passkeys 2024.pptx
Design Guidelines for Passkeys 2024.pptx
 
Harnessing Passkeys in the Battle Against AI-Powered Cyber Threats.pptx
Harnessing Passkeys in the Battle Against AI-Powered Cyber Threats.pptxHarnessing Passkeys in the Battle Against AI-Powered Cyber Threats.pptx
Harnessing Passkeys in the Battle Against AI-Powered Cyber Threats.pptx
 
The Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdf
The Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdfThe Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdf
The Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdf
 
Introduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdf
Introduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdfIntroduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdf
Introduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdf
 
Structuring Teams and Portfolios for Success
Structuring Teams and Portfolios for SuccessStructuring Teams and Portfolios for Success
Structuring Teams and Portfolios for Success
 
Breaking Down the Flutterwave Scandal What You Need to Know.pdf
Breaking Down the Flutterwave Scandal What You Need to Know.pdfBreaking Down the Flutterwave Scandal What You Need to Know.pdf
Breaking Down the Flutterwave Scandal What You Need to Know.pdf
 
TopCryptoSupers 12thReport OrionX May2024
TopCryptoSupers 12thReport OrionX May2024TopCryptoSupers 12thReport OrionX May2024
TopCryptoSupers 12thReport OrionX May2024
 
Long journey of Ruby Standard library at RubyKaigi 2024
Long journey of Ruby Standard library at RubyKaigi 2024Long journey of Ruby Standard library at RubyKaigi 2024
Long journey of Ruby Standard library at RubyKaigi 2024
 
How Red Hat Uses FDO in Device Lifecycle _ Costin and Vitaliy at Red Hat.pdf
How Red Hat Uses FDO in Device Lifecycle _ Costin and Vitaliy at Red Hat.pdfHow Red Hat Uses FDO in Device Lifecycle _ Costin and Vitaliy at Red Hat.pdf
How Red Hat Uses FDO in Device Lifecycle _ Costin and Vitaliy at Red Hat.pdf
 
Oauth 2.0 Introduction and Flows with MuleSoft
Oauth 2.0 Introduction and Flows with MuleSoftOauth 2.0 Introduction and Flows with MuleSoft
Oauth 2.0 Introduction and Flows with MuleSoft
 
Working together SRE & Platform Engineering
Working together SRE & Platform EngineeringWorking together SRE & Platform Engineering
Working together SRE & Platform Engineering
 
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdfLinux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
 
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
 
Overview of Hyperledger Foundation
Overview of Hyperledger FoundationOverview of Hyperledger Foundation
Overview of Hyperledger Foundation
 
Portal Kombat : extension du réseau de propagande russe
Portal Kombat : extension du réseau de propagande russePortal Kombat : extension du réseau de propagande russe
Portal Kombat : extension du réseau de propagande russe
 

Camera Distance

  • 1.  Movement Speed and Camera Distance Measurement for Human Motion Detection based on Interocular Distance KhandakerAbirRahman Kiran S. Balagani Vir V. Phoha Chuka Okoye 15 June 2009
  • 2.
  • 9. To locate eye position using CCD camera. To calculate human interocular distance (the distance between eyes). To measure person-to-camera distance. To measure movement speed in real-time. Objectives
  • 10. Distance Measurement Contact and non-contact approaches. Image-based measuring approaches. Speed and Motion Detection Methods for detecting human motion include background subtraction [1], template matching [2], optical flow [3] and temporal differencing [4]. Related Works
  • 11. This system measures the person distance by simply analyzing the interocular distance without using extra CCD cameras, flash lights, laser pointers, sound reflection tools etc. This system also measures the movement speed of a person based on the interocular distance. Contributions
  • 15. Person-to-Camera Distance Vs Interocular Distance (b) Height ranging between 5' 4'' and 5' 7' (a)Height over 5'8'' (c) Height ranging between 5' and 5' 3'' (d) Height ranging bellow 5'
  • 16. Formulation of Person-to-Camera Distance Measurement Equation
  • 19. The movement speed can be measured by the following equation, where is the speed at , at . Movement Speed Measurement
  • 21. Accuracy of the Distance Measuring System (b) Height ranging between 5' 4'' and 5' 7' (a)Height over 5'8'' (d) Height ranging bellow 5' (c) Height ranging between 5' and 5' 3''
  • 22. Conclusions In this system, a simple image-based person to camera distance and human movement speed measuring system is proposed. The proposed system is simple, cost effective and efficient for real-time implementation for human motion detection. The overall accuracy of the person-to-camera distance measurement system is 94.11%.
  • 23. Human motion detection for video surveillance. Accuracy measurement of the human motion detection and movement speed measurement. Consideration of side face views and face rotation for improving the accuracy of measurement. Human height and weight which influences the interocular distance needs to be addressed. 3-Dimensional interocular distance consideration for more robustness. Future Directions
  • 24. Video Clip of the System
  • 25. References [1] S. McKenna, S. Jabri, and Z. Duric, "Tracking groups of people, Computer Vision and Image Understanding," vol. 80, pp. 42-56, 2000. [2] A. Lipton, H. Fujiyoshi, and R. Patil, "Moving target classification and tracking from real-time video," In Proc. IEEE Workshop on Application of Computer Vision, 1998. [3] D. M. Gavrila, "The visual analysis of human movement: A survey, Computer Vision and Image Understanding," vol. 73, pp. 82-98, 1999. [4] B. Jung and S. Sukhatme, "Detecting Moving Objects using a Single Camera on a Mobile Robot in an Outdoor Environment," The 8th Conference on Intelligent Autonomous Systems, pp. 980-987, 2004.