Bicycle Theft Detection Motivation and Prototype. Dima Damen and David Hogg Computer Vision Group
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1 Bicycle Theft Detection Motivation and Prototype Dima Damen and David Hogg Computer Vision Group Jan 22 nd,
2 Facts l 500,000 Bicycles stolen annually in the UK l 21,236 bicycles stolen in London (2006/7). l 5% of the stolen bicycles returned to their owners. (2005) l Highest rate of bicycle thefts in: the Netherlands, Sweden, Japan, Canada, New Zealand, England, Finland and South Africa Jan 22 nd, /30
3 Facts Source: EUICS report, The Burden of Crime in the EU, A Comparative Analysis of the European Survey of Crime and Safety (EU ICS) 2005 Jan 22 nd, /30
4 From the news l 7/6/2007: York (290 bicycle thefts during May 2007) city sets up CCTV cameras over bicycle racks. l 22/6/2007: Oxford (1800 bicycle thefts during the last year) city sets up CCTV cameras over bicycle racks. Jan 22 nd, /30
5 From the news l 23/5/2007 Catching Daniel Westrop have been stealing commuters' cycles, often two a day, for the past three years!! Jan 22 nd, /30
6 What can Computer Vision offer? l Tracking l Object Detection l Change Detection l Colour analysis We still Can t do Behaviour Analysis Night tracking Jan 22 nd, /30
7 Computer Vision at University of Leeds l Over 15 years Jan 22 nd, /30
8 Associating Drop-offs with Pick-ups Jan 22 nd, /30
9 The approach Identifying Sequences of Events Drop off Pick up Jan 22 nd,
10 Associating Drop-offs with Pick-ups 1. Tracking People 2. Detecting Bicycles 3. Deciding on drop-off and pick-up actions. 4. Comparing colour information 5. Raising warnings Jan 22 nd, /30
11 Associating Drop-offs with Pick-ups 1. Tracking People 2. Detecting Bicycles 3. Deciding on drop-off and pick-up actions. 4. Comparing colour information 5. Raising warnings Jan 22 nd, /30
12 Associating Drop-offs with Pick-ups 1. Tracking People 2. Detecting Bicycles 3. Deciding on drop-off and pick-up actions. 4. Comparing colour information 5. Raising warnings Jan 22 nd, /30
13 Associating Drop-offs with Pick-ups 1. Tracking People 2. Detecting Bicycles 3. Deciding on drop-off and pick-up actions. 4. Comparing colour information 5. Raising warnings Jan 22 nd, /30
14 Associating Drop-offs with Pick-ups 1. Tracking People 2. Detecting Bicycles 3. Deciding on drop-off and pick-up actions. 4. Comparing colour information 5. Raising warnings Jan 22 nd, /30
15 Resolving Ambiguities Person 1 Bike Jan 22 nd, /30
16 Resolving Ambiguities l Deferred Logic l MHT l MCMCDA Jan 22 nd, /30
17 Experiments & Results l 3 experiments l 1 hour (45 events) l 50 minutes (22 events) l Full day (9 hours and 30mins) (40 events) Jan 22 nd, /30
18 Application to bicycle theft detection Predicted Actual Thief Non-Thief Thief 11 2 Non-Thief Jan 22 nd, /30
19 Strengths & Weaknesses Strengths: l Decrease in required monitoring time. Weaknesses Recorded time: 11 hours and 30 minutes Warning time: 13 minutes Jan 22 nd, /30
20 Strengths & Weaknesses Strengths: l Decrease in required monitoring time. l Raises warning, no action taken. Weaknesses Jan 22 nd, /30
21 Strengths & Weaknesses Strengths: l Decrease in required monitoring time. l Raises warning, no action taken. Weaknesses l Person changing clothing. Jan 22 nd, /30
22 Strengths & Weaknesses Strengths: l Decrease in required monitoring time. l Raises warning, no action taken. Weaknesses l Person changing clothing. l Does not detect suspicious behaviour. Jan 22 nd, /30
23 Strengths & Weaknesses Strengths: l Decrease in required monitoring time. l Raises warning, no action taken. Weaknesses l Person changing clothing. l Does not detect suspicious behaviour. l Warning is raised after the bicycle is removed. Jan 22 nd, /30
24 System s Failure Cases 1. The thief wears the same clothing as the owner. Jan 22 nd, /30
25 System s Failure Cases 2. The thief drops another bicycle and picks a better one at the same time. 3. The tracker loses track of people as they pause 4. Theft cases of parts of the bicycle Jan 22 nd, /30
26 We actually caught thieves!! Jan 22 nd, /30
27 Conclusion l 77% theft detection rate. l 8.5% false negative rate. l 1.9% of required monitoring time. Jan 22 nd, /30
28 Publications Damen, Dima and Hogg, David (Sept 2007). Associating People Dropping off and Picking up Objects. British Machine Vision Conference (BMVC 07). Damen, Dima and Hogg, David (July 2007). Bicycle Theft Detection. International Crime Science Conference. (CS2 07) Jan 22 nd,
Bicycle Theft Detection
Bicycle Theft Detection Dima Damen and David Hogg Computer Vision Group, School of Computing University of Leeds International Crime Science Conference British Library London 17th of July 2007 17/07/2007
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