Evolution of the Viola--Jones object detection method: a survey
Vestnik Ûžno-Uralʹskogo gosudarstvennogo universiteta. Seriâ, Matematičeskoe modelirovanie i programmirovanie, Tome 14 (2021) no. 4, pp. 5-23
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The Viola and Jones algorithm is one of the most well-known methods of object detection in digital images. Over the past 20 years since the first publication, the method has been extensively studied, and many modifications of the original algorithm and its individual parts have been proposed by researchers and engineers. Some ideas popularized by Paul Viola and Michael Jones became the basis for many other algorithms of object localization in images. This paper presents a description of Viola and Jones algorithm, the history of its development and modifications in the context of various problems of object localization in images, as well as a description of the current state of affairs: the method's place in the era of convolutional neural networks extensive application.
Keywords:
Viola–Jones algorithm, pattern recognition, machine learning, object localization, object detection.
Mots-clés : object classification
Mots-clés : object classification
@article{VYURU_2021_14_4_a0,
author = {V. V. Arlazarov and J. S. Voysyat and D. P. Matalov and D. P. Nikolaev and S. A. Usilin},
title = {Evolution of the {Viola--Jones} object detection method: a survey},
journal = {Vestnik \^U\v{z}no-Uralʹskogo gosudarstvennogo universiteta. Seri\^a, Matemati\v{c}eskoe modelirovanie i programmirovanie},
pages = {5--23},
publisher = {mathdoc},
volume = {14},
number = {4},
year = {2021},
language = {en},
url = {http://geodesic.mathdoc.fr/item/VYURU_2021_14_4_a0/}
}
TY - JOUR AU - V. V. Arlazarov AU - J. S. Voysyat AU - D. P. Matalov AU - D. P. Nikolaev AU - S. A. Usilin TI - Evolution of the Viola--Jones object detection method: a survey JO - Vestnik Ûžno-Uralʹskogo gosudarstvennogo universiteta. Seriâ, Matematičeskoe modelirovanie i programmirovanie PY - 2021 SP - 5 EP - 23 VL - 14 IS - 4 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/VYURU_2021_14_4_a0/ LA - en ID - VYURU_2021_14_4_a0 ER -
%0 Journal Article %A V. V. Arlazarov %A J. S. Voysyat %A D. P. Matalov %A D. P. Nikolaev %A S. A. Usilin %T Evolution of the Viola--Jones object detection method: a survey %J Vestnik Ûžno-Uralʹskogo gosudarstvennogo universiteta. Seriâ, Matematičeskoe modelirovanie i programmirovanie %D 2021 %P 5-23 %V 14 %N 4 %I mathdoc %U http://geodesic.mathdoc.fr/item/VYURU_2021_14_4_a0/ %G en %F VYURU_2021_14_4_a0
V. V. Arlazarov; J. S. Voysyat; D. P. Matalov; D. P. Nikolaev; S. A. Usilin. Evolution of the Viola--Jones object detection method: a survey. Vestnik Ûžno-Uralʹskogo gosudarstvennogo universiteta. Seriâ, Matematičeskoe modelirovanie i programmirovanie, Tome 14 (2021) no. 4, pp. 5-23. http://geodesic.mathdoc.fr/item/VYURU_2021_14_4_a0/