A Hybrid Multi-Object Tracking System Heaven's Light is Our Guide Rajshahi University of Engineering and Technology Department of Computer Science and Engineering Presented by Md. Minhazul Haque Roll # 103001 Dept. of CSE RUET Supervised by Md. Arafat Hossain Assistant Professor Dept. of CSE RUET October 13, 2015
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Multi Object Tracking | Presentation 2 | ID 103001
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A Hybrid Multi-Object Tracking System
Heaven's Light is Our Guide
Rajshahi University of Engineering and TechnologyDepartment of Computer Science and Engineering
Presented byMd. Minhazul HaqueRoll # 103001Dept. of CSERUET
Supervised byMd. Arafat Hossain
Assistant ProfessorDept. of CSE
RUETOctober 13, 2015
Outlines❏Objectives❏Overview of Object Tracking❏Existing Works❏Proposed Methodology❏Implementation❏Experiment Result❏Performance Analysis❏Future Work❏References
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A Hybrid Multi-Object Tracking SystemOctober 13, 2015
Objectives❏Create a Multi Tracking Method❏Better background subtraction method❏Reduce noise in input videos❏Minimize the error rate
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A Hybrid Multi-Object Tracking SystemOctober 13, 2015
Object
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A Hybrid Multi-Object Tracking SystemOctober 13, 2015
A bird
A car
Image Courtesy: 4freephotos
❏Object is a group of pixels with similar property, also called a blob
❏Anything can be an Object, A ball, car or bird
Object Tracking
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A Hybrid Multi-Object Tracking SystemOctober 13, 2015
❏Locate Objects over time❏Save Object List into memory❏Set unique ID to each Object❏Loop until media/input ends
Existing Works❏Tracking and Motion Estimation[1]
❏ Developed by MATLAB❏MOT Challenge 2015[2]
❏ Developed by❏ University of Adelaide Research Centre❏ Swiss Federal Institute of Technology, Zürich❏ TU Darmstadt
❏OpenCV Blob Tracker[3]
❏ Deprecated
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A Hybrid Multi-Object Tracking SystemOctober 13, 2015
Proposed Methodology
❏ A Hybrid System that contains❏ Background Subtraction Method❏ Noise removal method❏ Blob tracker method
❏Popular Tracker Algorithms❏ Kalman Filter❏ CamShift Algorithm❏ Optical Flow (Not used right now)
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A Hybrid Multi-Object Tracking SystemOctober 13, 2015
MOT: Block Diagram
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A Hybrid Multi-Object Tracking SystemOctober 13, 2015