Automatic number plate recognition
Information about Automatic number plate recognition
The system must be able to deal with different styles of licence plates
ANPR can be used to store the images captured by the cameras as well as the text from the licence plate, with some configurable to store a photograph of the driver. Systems commonly use infrared lighting to allow the camera to take the picture at any time of day. A powerful flash is included in at least one version of the intersection-monitoring cameras, serving to both illuminate the picture and make the offender aware of his or her mistake. ANPR technology tends to be region specific, owing to plate variation from place to place.
Concerns about these systems have centered on privacy fears of government tracking citizens' movements and media reports of misidentification and high error rates. However, as they have developed, the systems have become much more accurate and reliable.
Other names
ANPR is sometimes known by various other terms:- Automatic licence plate recognition (ALPR)
- Automatic vehicle identification (AVI)
- Car plate recognition (CPR)
- Licence plate recognition (LPR)
Development history
The ANPR was invented in 1976 at the Police Scientific Development Branch in the UK. Prototype systems were working by 1979 and contracts were let to produce industrial systems, first at EMI Electronics then at Computer Recognition Systems (CRS) in Wokingham, UK. Early trial systems were deployed on the A1 road and at the Dartford Tunnel. The first arrest due to a detected stolen car was made in 1981.Components
The software aspect of the system runs on standard PC hardware and can be linked to other applications or databases. It first uses a series of image manipulation techniques to detect, normalise and enhance the image of the number plate, and finally optical character recognition (OCR) to extract the alphanumerics of the licence plate. ANPR/ALPR systems are generally deployed in one of two basic approaches; one allows for the entire process to be performed at the lane location in real-time, the other transmits all the images from many lanes to a remote computer location and performs the OCR process there at some later point in time. When done at the lane site, the information captured of the plate alphanumeric, date-time, lane identification, and any other information that is required is completed in somewhere around 250 milliseconds. This information, now small data packets, can easily be transmitted to some remote computer for further processing if necessary, or stored at the lane for later retrieval. In the other arrangement there are typically large numbers of PCs used in a server farm to handle high workloads, such as those found in the London congestion charge project. Often in such systems there is a requirement to forward images to the remote server and this can require larger bandwidth transmission media.Technology

The font on Dutch plates was changed to improve plate recognition
The cameras used can include existing road-rule enforcement or closed-circuit television cameras as well as mobile units which are usually attached to vehicles. Some systems use infrared cameras to take a clearer image of the plates.[1][2][3][4][5][6][7][8]
Algorithms
Steps 2, 3 and 4: The licence plate is normalised for brightness and contrast and then the characters are segmented ready for OCR
- Plate localisation – responsible for finding and isolating the plate on the picture
- Plate orientation and sizing – compensates for the skew of the plate and adjusts the dimensions to the required size
- Normalisation – adjusts the brightness and contrast of the image
- Character segmentation – finds the individual characters on the plates
- Optical character recognition
- Syntactical/Geometrical analysis – check characters and positions against country specific rules
The complexity of each of these subsections of the program determines the accuracy of the system. During the third phase (normalisation) some systems use edge detection techniques to increase the picture difference between the letters and the plate backing. A median filter may also be used to noise reduction|reduce the visual "noise" on the image.
Difficulties
There are a number of possible difficulties that the software must be able to cope with. These include:- Poor image resolution, usually because the plate is too far away but sometimes resulting from the use of a low-quality camera.
- Blurry images, particularly motion blur
- Poor lighting and low contrast due to overexposure, reflection or shadows
- An object obscuring (part of) the plate, quite often a tow bar, or dirt on the plate
- A different font, popular for vanity plates (some countries do not allow such plates, eliminating the problem)
- Circumvention techniques
- Lack of coordination between countries or states. Two cars from different countries or states can have the same number but different design of the plate.
- Layout, it is reported that square plates where the vehicle registration number is set out on two lines that ANPR systems cannot read both lines.
While some of these problems can be corrected within the software it is primarily left to the hardware side of the system to work out solutions to these difficulties. Increasing the height of the camera may avoid problems with objects (such as other vehicles) obscuring the plate, but introduces and increases other problems such as the adjusting for the increased skew of the plate.
Many countries now use licence plates that are retroreflective.[9] This returns the light back to the source and thus improves the contrast of the image. In some countries, the characters on the plate are not reflective, giving a high level of contrast with the reflective background in any lighting conditions. A camera that makes use of infrared imaging (with a normal colour filter over the lens and an infrared light-source next to it) benefits greatly from this as the infrared waves are reflected back from the plate. This is only possible on dedicated ANPR cameras, however, and so cameras used for other purposes must rely more heavily on the software capabilities. Further, when a full-colour image is required as well as use of the ANPR-retrieved details it is necessary to have one infrared-enabled camera and one normal (colour) camera working together.
Blurry images make OCR difficult – ANPR systems should have fast shutter speeds to avoid motion blur
On some cars, towbars may obscure one or two characters of the licence plate. Bikes on bike racks can also obscure the number plate, though in some countries and jurisdictions, such as New South Wales, "bike plates" are supposed to be fitted.
Some small-scale systems allow for some errors in the licence plate. When used for giving specific vehicles access to a barriered area the decision may be made to have an acceptable error rate of one character. This is because the likelihood of an unauthorised car having such a similar licence plate is seen as quite small. However, this level of inaccuracy would not be acceptable in most applications of an ANPR system.
Circumvention techniques
Vehicle owners have used a variety of techniques in an attempt to evade ANPR systems and road-rule enforcement cameras in general. One method increases the reflective properties of the lettering and makes it more likely that the system will be unable to locate the plate or produce a high enough level of contrast to be able to read it. This is typically done by using a plate cover or a spray, though claims regarding the effectiveness of the latter are disputed. In most jurisdictions, the covers are illegal and covered under existing laws, while in most countries there is no law to disallow the use of the sprays.[10]For the 407 toll route in Ontario, Canada, police have caught several advanced techniques that some motorists have attempted. One driver had a setup that allowed him to lift a wire from the driver's seat that would show a different plate as he was cruising through the camera zones . Other users have attempted to smear their licence plate with dirt or utilise covers to mask the plate.
Novelty frames around Texas licence plates were made illegal on 1 September, 2003 by Senate Bill 439 because they caused problems with ANPR devices. That law made it a Class C misdemeanor (punishable by a fine of up to US $200), or Class B (punishable by a fine of up to US $2,000 and 180 days in jail) if it can be proven that the owner did it to deliberately obscure their plates.[11]
There are some custom car rear panels with an inset for the licence plate at an angle, which changes the alignment of characters relative to the reading grid . Since most U.S. states no longer require new plates each year, perhaps the easiest way to disable recognition is simply to allow the reflective paint on the plates to become degraded by age and therefore unreadable .
If an ANPR system cannot read the plate it can flag the image for attention, with the human operators looking to see if they are able to identify the alphanumerics. It is then possible to do lookups on a database using wildcard characters for any part of the plate obscured, and use car details (make and model, for example) to refine the search.
In order to avoid surveillance or penalty charges, there has been an upsurge in car cloning, particularly in London . This is usually achieved by copying registration plates from another car of a similar model and age. This can be difficult to detect, especially as cloners may change the registration plates and travel behaviour to hinder investigations.
Police enforcement
Closed-circuit television cameras such as these can be used to take the images scanned by automatic number plate recognition systems
Glutton System in Northern Ireland
In 1997 a system of one hundred ANPR cameras, codenamed GLUTTON, was installed to feed into the automated British Military Intelligence Systems in Northern Ireland. Further cameras were also installed on the British mainland, including unspecified ports on the east and west coasts.Average Speed cameras
Another use for ANPR in the UK is for speed cameras which work by tracking vehicles' travel time between two fixed points, and therefore calculate the average speed. These cameras are claimed to have an advantage over traditional speed cameras in maintaining steady legal speeds over extended distances, rather than encouraging heavy braking on approach to specific camera locations and subsequent acceleration back to illegal speeds. There is no evidence that average speed cameras actually reduce accident rates long term, with many motorists arguing that average speed check systems encourage bunching. In addition with the revelation that speeding tickets can potentially be avoided by changing lanes[12], an additional safety hazard has been created by drivers swapping lanes between gantries just in case they have been speeding.The longest stretch of average speed cameras in the UK is found on the A77 road in Scotland, with 30 miles being monitored between Glasgow and Ayr.
Traffic control
Many cities and districts have developed traffic control systems to help monitor the movement and flow of vehicles around the road network. This had typically involved looking at historical data, estimates, observations and statistics such as:- Car park usage
- Pedestrian crossing usage
- Number of vehicles along a road
- Areas of low and high congestion
- Frequency, location and cause of road works
Some counties of the United Kingdom have worked with Siemens Traffic to develop traffic monitoring systems for their own control centres and for the public.[13] Projects such as Hampshire County Council's ROMANSE provide an interactive and real-time web site showing details about traffic in the city. The site shows information about car parks, ongoing road works, special events and footage taken from CCTV cameras. ANPR systems can be used to provide average driving times along particular routes, giving drivers the ability to choose which one to take. ROMANSE also allows travellers to see the current situation using a mobile device with an Internet connection (such as WAP, GPRS or 3G), thus allowing them to be alerted to any problems that are ahead.
The UK company Trafficmaster has used ANPR since 1998 to estimate average traffic speeds on non-motorway roads without the results being skewed by local fluctuations caused by traffic lights and similar. The company now operates a network of over 4000 ANPR cameras, but claims that only the four most central digits are identified, and no numberplate data is retained.[14][15]
Electronic toll collection
Toll roads
Ontario's 407 ETR highway uses a combination of ANPR and radio transponders to toll vehicles entering and exiting the road. Radio antennas are located at each junction and detect the transponders, logging the unique identity of each vehicle in much the same way as the ANPR system does. Without ANPR as a second system it would not be possible to monitor all the traffic. Drivers who opt to rent a transponder for C$2.35 per month are not charged the "Video Toll Charge" of C$3.55 for using the road, with heavy vehicles (those with a gross weight of over 5,000 kg) being required to use one. Using either system, users of the highway are notified of the usage charges by post.There are numerous other electronic toll collection networks which use this combination of Radio frequency identification and ANPR. These include:
- Bridge Pass for the Saint John Harbour Bridge in Saint John New Brunswick
- CityLink in Melbourne, Australia
- FasTrak in California, United States
- Highway 6 in Israel
- Tunnels in Hong Kong
- Autopista Central in Santiago, Chile (site in Spanish)
- E-ZPass in New York, New Jersey, Massachusetts (as Fast Lane), and other States.
- Pike Pass in Oklahoma.
- OGS (Otomatik Geçiş Sistemi) used at Bosporus Bridges and Trans European Motorway entry points in İstanbul, Turkey.
Charge zones – the London congestion charge
The London congestion charge scheme uses two hundred and thirty cameras and ANPR to help monitor vehicles in the charging zone
There are currently 1,500 cameras, which use Automatic Number Plate Recognition (ANPR) technology in use.[16] There are also a number of mobile camera units which may be deployed anywhere in the zone.
It is estimated that around 98% of vehicles moving within the zone are caught on camera. The video streams are transmitted to a data centre located in central London where the ANPR software deduces the registration plate of the vehicle. A second data centre provides a backup location for image data.
Both front and back number plates are being captured, on vehicles going both in and out – this gives up to four chances to capture the number plates of a vehicle entering and exiting the zone. This list is then compared with a list of cars whose owners/operators have paid to enter the zone – those that have not paid are fined. The registered owner of such a vehicle is looked up in a database provided by the DVLA.[17] A government investigation has found that a significant portion of the DVLA's database is incorrect. Furthermore, it is now the car owner's responsibility to report to the DVLA if they sell their car.
Up-to-date listing of systems & suppliers exist.[18]
Stockholm congestion tax
In Stockholm, Sweden, ANPR is used for the congestion tax, owners of cars driving into or out of the inner city must pay a charge, depending on the time of the day.Usage
Several companies and agencies using ANPR systems, such as Vehicle and Operator Services Agency (VOSA), Police Information Technology Organisation (PITO) and Transport for London.Controversy
The introduction of ANPR systems has led to fears of misidentification and the furthering of 1984-style surveillance.[19] In the United States, some such as Gregg Easterbrook oppose what they call "machines that issue speeding tickets and red-light tickets" as the beginning of a slippery slope towards an automated justice system:- "A machine classifies a person as an offender, and you can't confront your accuser because there is no accuser... can it be wise to establish a principle that when a machine says you did something illegal, you are presumed guilty?"
Older systems had been notably unreliable. This can lead to charges being made incorrectly with the vehicle owner having to pay £10 in order to be issued with proof (or not) of the offense. Improvements in technology have drastically decreased error rates, but false accusations are still frequent enough to be a problem.
Other concerns include the storage of information that could be used to identify people and store details about their driving habits and daily life, contravening the Data Protection Act along with similar legislation (see personally identifiable information). The laws in the UK are strict for any system that uses CCTV footage and can identify individuals.[27][28][29][30][31][32][33][34][35]
Other uses
ANPR systems may also be used for/by:- Section control, to measure average vehicle speed over longer distances.[36]
- Border crossings
- Filling stations to log when a motorist drives away without paying for their fuel.
- Car parks or road entry systems to control access
- A marketing tool to log patterns of use
- Traffic management systems, which determine traffic flow using the time it takes vehicles to pass two ANPR sites
- - How ANPR can be used
- - Where ANPR can be used
- Drive Through Customer Recognition, to automatically recognize customers based on their license plate and offer them their last selection, improving service to the customer.
See also
References
1. ^ Plate Recognition at PhotoCop.com
2. ^ Algorithm For License Plate Recognition at VISL, Technion
3. ^ "A Real-time vehicle License Plate Recognition (LPR)" at visl.technion.ac.il
4. ^ "An Approach To Licence Plate Recognition" – a PDF file describing a University of Calgary project that looks at plate location in raster images
5. ^ A neural network based artificial vision system for licence plate recognition, 1997, Sorin Draghici, Dept. of Computer Science, Wayne State University
6. ^ License plate localization and recognition in camera pictures, 2002, Halina Kwaśnicka and Bartosz Wawrzyniak
7. ^ License Plate Character Segmentation Based on the Gabor Transform and Vector Quantization, 2003, Fatih Kahraman and Muhittin Gokmen
8. ^ Algorithmic and mathematical principles of automatic number plate recognition systems, 2007, Ondrej Martinsky, Brno University of Technology
9. ^ Automatic Number Plate Recognition
10. ^ Sexton, Steve. "License-plate spray foils traffic cameras". Accessed 5 April 2005.
11. ^ Wentworth, Jeff, "Obscured license plate could be motorists' ticket to fine". Accessed 5 April 2005.
12. ^ "speeding tickets can potentially be avoided by changing lanes"
13. ^ Recognising a new way to keep traffic moving
14. ^ PIPS supplies Journey Time Measurement Systems to Trafficmaster
15. ^ Trunk Roads - PTFM
16. ^ "Met given real time c-charge data", BBC. Retrieved on 2007-09-20.BBC">
17. ^ Transport for London
18. ^ Commercial Suppliers of Core LPI/R Technology
19. ^ Keeping 1984 in the past June 19 2003
20. ^ [https://ssl.tnr.com/p/docsub.mhtml?i=w050228&s=easterbrook022805 Lights, Camera, Action] February 28, 2005
21. ^ "Bad drivers will be caught on camera" at Numberplates.com
22. ^ "Number plate recognition poised for national UK rollout" at The Register
23. ^ "Number plate scan to be extended" at BBC News
24. ^ "London Congestion Charge CCTV privacy concerns" at spy.org.uk
25. ^ "Car Cloning" at BBC Inside Out
26. ^ "IBM program increased Stockholm public transport usage by 40,000 riders in one month"
27. ^ The London charge zone, the DP Act, and MS .NET 21 February 2003
28. ^ "ANPR Strategy for the Police Service 2005/2006" Assn Chief Police officers (ACPO) Steering Group . Accessed 28 September 2005.
29. ^ "Driving crime down". Home Office, October 2004. Accessed 29 March 2005.
30. ^ Constant, Mike. "CCTV Information – ANPR". Accessed 30 March 2005.
31. ^ Hofman, Yoram. "License Plate Recognition - A Tutorial". Accessed 28 March 2005.
32. ^ Lucena, Raul. Automatic Number Plate Recognition Tutorial 24 August 2006.
33. ^ Lettice, John. "The London charge zone, the DP Act, and MS .NET". The Register, 21 February 2003. Accessed 28 March 2005.
34. ^ Lettice, John. "No hiding place? UK number plate cameras go national". The Register, 24 March 2005. Accessed 28 March 2005.
35. ^ Siemens Traffic, "Recognising a new way to keep traffic moving". Accessed 3 April 2005.
36. ^ Section control
2. ^ Algorithm For License Plate Recognition at VISL, Technion
3. ^ "A Real-time vehicle License Plate Recognition (LPR)" at visl.technion.ac.il
4. ^ "An Approach To Licence Plate Recognition" – a PDF file describing a University of Calgary project that looks at plate location in raster images
5. ^ A neural network based artificial vision system for licence plate recognition, 1997, Sorin Draghici, Dept. of Computer Science, Wayne State University
6. ^ License plate localization and recognition in camera pictures, 2002, Halina Kwaśnicka and Bartosz Wawrzyniak
7. ^ License Plate Character Segmentation Based on the Gabor Transform and Vector Quantization, 2003, Fatih Kahraman and Muhittin Gokmen
8. ^ Algorithmic and mathematical principles of automatic number plate recognition systems, 2007, Ondrej Martinsky, Brno University of Technology
9. ^ Automatic Number Plate Recognition
10. ^ Sexton, Steve. "License-plate spray foils traffic cameras". Accessed 5 April 2005.
11. ^ Wentworth, Jeff, "Obscured license plate could be motorists' ticket to fine". Accessed 5 April 2005.
12. ^ "speeding tickets can potentially be avoided by changing lanes"
13. ^ Recognising a new way to keep traffic moving
14. ^ PIPS supplies Journey Time Measurement Systems to Trafficmaster
15. ^ Trunk Roads - PTFM
16. ^ "Met given real time c-charge data", BBC. Retrieved on 2007-09-20.BBC">
17. ^ Transport for London
18. ^ Commercial Suppliers of Core LPI/R Technology
19. ^ Keeping 1984 in the past June 19 2003
20. ^ [https://ssl.tnr.com/p/docsub.mhtml?i=w050228&s=easterbrook022805 Lights, Camera, Action] February 28, 2005
21. ^ "Bad drivers will be caught on camera" at Numberplates.com
22. ^ "Number plate recognition poised for national UK rollout" at The Register
23. ^ "Number plate scan to be extended" at BBC News
24. ^ "London Congestion Charge CCTV privacy concerns" at spy.org.uk
25. ^ "Car Cloning" at BBC Inside Out
26. ^ "IBM program increased Stockholm public transport usage by 40,000 riders in one month"
27. ^ The London charge zone, the DP Act, and MS .NET 21 February 2003
28. ^ "ANPR Strategy for the Police Service 2005/2006" Assn Chief Police officers (ACPO) Steering Group . Accessed 28 September 2005.
29. ^ "Driving crime down". Home Office, October 2004. Accessed 29 March 2005.
30. ^ Constant, Mike. "CCTV Information – ANPR". Accessed 30 March 2005.
31. ^ Hofman, Yoram. "License Plate Recognition - A Tutorial". Accessed 28 March 2005.
32. ^ Lucena, Raul. Automatic Number Plate Recognition Tutorial 24 August 2006.
33. ^ Lettice, John. "The London charge zone, the DP Act, and MS .NET". The Register, 21 February 2003. Accessed 28 March 2005.
34. ^ Lettice, John. "No hiding place? UK number plate cameras go national". The Register, 24 March 2005. Accessed 28 March 2005.
35. ^ Siemens Traffic, "Recognising a new way to keep traffic moving". Accessed 3 April 2005.
36. ^ Section control
External links
Mass surveillance is the pervasive surveillance of an entire population, or a substantial fraction thereof. Mass surveillance may be done either with or without the consent of those under surveillance, and may or may not serve their interests.
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Optical character recognition, usually abbreviated to OCR, is the mechanical or electronic translation of images of handwritten or typewritten text (usually captured by a scanner) into
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A vehicle registration plate is a metal or plastic plate attached to a motor vehicle or trailer for official identification purposes. The registration identifier is a numeric or alphanumeric code that uniquely identifies the vehicle within the issuing region's database.
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Road safety camera is a system, including a camera and a vehicle-monitoring device, used to detect and identify vehicles disobeying a speed limit or some other road legal requirement.
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Electronic Toll Collection (ETC), an adaptation of military "identification friend or foe" technology, aims to eliminate the delay on toll roads. It is a technological implementation of a road pricing concept.
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Road pricing is a term used to cover all the various charges applied for the use of roads. The term includes fuel taxes, licence fees, tolls, and congestion charges, including those which may vary by time of day, by the specific road, or by the specific vehicle type, being used.
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Optical character recognition, usually abbreviated to OCR, is the mechanical or electronic translation of images of handwritten or typewritten text (usually captured by a scanner) into
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Dutch vehicle registrations are done by the Rijksdienst voor het Wegverkeer, (RDW). The accompanying license plates are assigned to the car's identity papers. If a car changes owner then the registration number stays with the car, not the owner.
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A vanity plate or personalized plate (US), prestige plate, private number plate, personalised registration (UK) or personalised plate
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retroreflector is a device that reflects a wave front back along a vector that is parallel to but opposite in direction from the angle of incidence. This is unlike a mirror, which does that only if the mirror is exactly perpendicular to the wave front.
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