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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Veröffentlicht in:Journal of physics. Conference series Jg. 945; H. 1; S. 12032 - 12036
1. Verfasser: Egorov, A D
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Bristol IOP Publishing 01.01.2018
Schlagworte:
Algorithms
Object recognition
Optimization
Physics
Scientific papers
ISSN:1742-6588, 1742-6596
Online-Zugang:Volltext
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Zusammenfassung: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%.
Bibliographie:ObjectType-Article-1
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content type line 14
ISSN:1742-6588
1742-6596
DOI:10.1088/1742-6596/945/1/012032