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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Bibliographic Details
Published in:Journal of physics. Conference series Vol. 945; no. 1; pp. 12032 - 12036
Main Author: Egorov, A D
Format: Journal Article
Language:English
Published: Bristol IOP Publishing 01.01.2018
Subjects:
Algorithms
Object recognition
Optimization
Physics
Scientific papers
ISSN:1742-6588, 1742-6596
Online Access:Get full text
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Summary: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%.
Bibliography:ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ISSN:1742-6588
1742-6596
DOI:10.1088/1742-6596/945/1/012032