Scipediacontent: Scipediacontent moved page Draft Content 570890430 to Kummert et al 2012b

2021-02-08T08:56:58Z

Scipediacontent moved page Draft Content 570890430 to Kummert et al 2012b

Scipediacontent: Created page with " == Abstract == Traffic signs in Western European countries share many similarities but also can vary in colour, size, and depicted symbols. Statistical pattern classificatio..."

2021-02-08T08:56:55Z

Created page with " == Abstract == Traffic signs in Western European countries share many similarities but also can vary in colour, size, and depicted symbols. Statistical pattern classificatio..."

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== Abstract ==

Traffic signs in Western European countries share many similarities but also can vary in colour, size, and depicted symbols. Statistical pattern classification methods are used for the automatic recognition of traffic signs in state-of-the-art driver assistance systems. Training a classifier separately for each country requires a huge amount of training data labelled by human annotators. In order to reduce these efforts, a self-learning approach extends the recognition capability of an initial German classifier to other European countries. After the most informative samples have been selected by the confidence band method from a given pool of unlabelled traffic signs, the classifier assigns labels to them. Furthermore, the performance of the self-learning classifier is improved by incorporating synthetically generated samples into the self-learning process. The achieved classification rates are comparable to those of classifiers trained with fully labelled samples.

== Original document ==

The different versions of the original document can be found in:

* [http://dx.doi.org/10.1007/978-3-642-28258-4_13 http://dx.doi.org/10.1007/978-3-642-28258-4_13],
: [https://pub.uni-bielefeld.de/record/2300915 https://pub.uni-bielefeld.de/record/2300915] under the license https://rightsstatements.org/page/InC/1.0/

* [http://link.springer.com/content/pdf/10.1007/978-3-642-28258-4_13 http://link.springer.com/content/pdf/10.1007/978-3-642-28258-4_13],
: [http://dx.doi.org/10.1007/978-3-642-28258-4_13 http://dx.doi.org/10.1007/978-3-642-28258-4_13] under the license http://www.springer.com/tdm

* [https://link.springer.com/chapter/10.1007/978-3-642-28258-4_13 https://link.springer.com/chapter/10.1007/978-3-642-28258-4_13],
: [http://core.ac.uk/display/15959217 http://core.ac.uk/display/15959217],
: [https://dblp.uni-trier.de/db/conf/psl/psl2011.html#HillebrandWKK11 https://dblp.uni-trier.de/db/conf/psl/psl2011.html#HillebrandWKK11],
: [https://academic.microsoft.com/#/detail/2283552126 https://academic.microsoft.com/#/detail/2283552126]

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Kummert et al 2012b - Revision history

Scipediacontent: Scipediacontent moved page Draft Content 570890430 to Kummert et al 2012b

Scipediacontent: Created page with " == Abstract == Traffic signs in Western European countries share many similarities but also can vary in colour, size, and depicted symbols. Statistical pattern classificatio..."