Student: Dane Brown Supervisor : James Connan and Mehrdad Ghaziasgar
OVERVIEW INTRODUCTION DESIGN DECISIONS IMPLEMENTATION PROJECT PLAN DEMO
INTRODUCTION Extremely high crime rate in South Africa Car break-in rate was in times the rate of USA Carjacking is the most common crime in South Africa Costing tax payers billions of rands!
INTRODUCTION cont.
CCTV cameras Human monitored Current solution ineffective Continued high break-in rate
INTRODUCTION cont.
DESIGN DECISIONS
IMPLEMENTATION Original frame in RGB colour
IMPLEMENTATION cont. Gray Scale and Frame differencing
IMPLEMENTATION cont. Motion History Image (MHI)
IMPLEMENTATION cont. Blob and movement detection (using MHI)
IMPLEMENTATION cont. Blob and movement detection
IMPLEMENTATION cont. Blob and movement detection
IMPLEMENTATION cont. System determines normal activity Park car
IMPLEMENTATION cont. System determines normal activity Park car
IMPLEMENTATION cont. System determines normal activity Get out
IMPLEMENTATION cont. System determines normal activity Walk away
IMPLEMENTATION cont. System determines normal activity Walk away
IMPLEMENTATION cont. System determines normal activity Get back in
IMPLEMENTATION cont. System determines normal activity Drive away
IMPLEMENTATION cont. System determines normal activity Drive away
IMPLEMENTATION cont. System determines suspicious activity Loitering next to a vehicle is suspicious
IMPLEMENTATION cont. System determines suspicious activity Loitering next to a vehicle is suspicious
IMPLEMENTATION cont. System determines suspicious activity Loitering next to a vehicle is suspicious
IMPLEMENTATION cont. System determines suspicious activity Loitering next to a vehicle is suspicious
IMPLEMENTATION cont. System determines suspicious activity Loitering next to a vehicle is suspicious
IMPLEMENTATION cont. System determines suspicious activity Loitering next to a vehicle is suspicious
IMPLEMENTATION cont.
Suspicious activity detected!
1. Normal activity - typical drive away 2. Suspicious - two men loitering 3. Suspicious - Stationary 4. Suspicious - Acceleration DEMO
REFERENCES Davis, J. W. (2005). Motion History Image. Retrieved 2010, from The Ohia State University. Green, B. (2002). Histogram, Thresholding and Image Centroid Tutorial. Retrieved 2010, from Drexel University site. Trip Atlas. (2010). Retrieved from Carjacking: Hijacking. (2010). Retrieved from Arrive Alive: