Multimodal verification of identity for a realistic access control application
D. Ing. === This thesis describes a real world application in the field of pattern recognition. License plate recognition and face recognition algorithms are combined to implement automated access control at the gates of RAU campus. One image of the license plate and three images of the driver’s fac...
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ndltd-netd.ac.za-oai-union.ndltd.org-uj-uj-147302017-09-16T04:01:26ZMultimodal verification of identity for a realistic access control applicationDenys, NelePattern recognition systemsHuman face recognition (Computer science)Optical character recognition devicesImage processingAutomatic controlD. Ing.This thesis describes a real world application in the field of pattern recognition. License plate recognition and face recognition algorithms are combined to implement automated access control at the gates of RAU campus. One image of the license plate and three images of the driver’s face are enough to check if the person driving a particular car into campus is the same as the person driving this car out. The license plate recognition module is based on learning vector quantization and performs well enough to be used in a realistic environment. The face recognition module is based on the Bayes rule and while performing satisfactory, extensive research is still necessary before this system can be implemented in real life. The main reasons for failure of the system were identified as the variable lighting and insufficient landmarks for effective warping.2008-11-18T09:08:58ZThesisuj:14730http://hdl.handle.net/10210/1734 |
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Pattern recognition systems Human face recognition (Computer science) Optical character recognition devices Image processing Automatic control |
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Pattern recognition systems Human face recognition (Computer science) Optical character recognition devices Image processing Automatic control Denys, Nele Multimodal verification of identity for a realistic access control application |
description |
D. Ing. === This thesis describes a real world application in the field of pattern recognition. License plate recognition and face recognition algorithms are combined to implement automated access control at the gates of RAU campus. One image of the license plate and three images of the driver’s face are enough to check if the person driving a particular car into campus is the same as the person driving this car out. The license plate recognition module is based on learning vector quantization and performs well enough to be used in a realistic environment. The face recognition module is based on the Bayes rule and while performing satisfactory, extensive research is still necessary before this system can be implemented in real life. The main reasons for failure of the system were identified as the variable lighting and insufficient landmarks for effective warping. |
author |
Denys, Nele |
author_facet |
Denys, Nele |
author_sort |
Denys, Nele |
title |
Multimodal verification of identity for a realistic access control application |
title_short |
Multimodal verification of identity for a realistic access control application |
title_full |
Multimodal verification of identity for a realistic access control application |
title_fullStr |
Multimodal verification of identity for a realistic access control application |
title_full_unstemmed |
Multimodal verification of identity for a realistic access control application |
title_sort |
multimodal verification of identity for a realistic access control application |
publishDate |
2008 |
url |
http://hdl.handle.net/10210/1734 |
work_keys_str_mv |
AT denysnele multimodalverificationofidentityforarealisticaccesscontrolapplication |
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1718535356714844160 |