Algorithm for optimization of Viola-Jones object detection framework parameters

The Viola-Jones algorithm is one of the most popular algorithms for objects recognition in an image. This research paper deals with the possibilities of parametric optimization of the Viola-Jones algorithm to achieve maximum efficiency of the algorithm in specific environmental conditions. It is sho...

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Vydané v:Journal of physics. Conference series Ročník 945; číslo 1; s. 12032 - 12036
Hlavný autor: Egorov, A D
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Bristol IOP Publishing 01.01.2018
Predmet:
Algorithms
Object recognition
Optimization
Physics
Scientific papers
ISSN:1742-6588, 1742-6596
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Shrnutí:The Viola-Jones algorithm is one of the most popular algorithms for objects recognition in an image. This research paper deals with the possibilities of parametric optimization of the Viola-Jones algorithm to achieve maximum efficiency of the algorithm in specific environmental conditions. It is shown that with the use of additional modifications it is possible to increase the speed of the algorithm in a particular image by 2-5 times with the loss of accuracy and completeness of work by not more than 3-5%.
Bibliografia:ObjectType-Article-1
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ObjectType-Feature-2
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ISSN:1742-6588
1742-6596
DOI:10.1088/1742-6596/945/1/012032