Research of usage of Haar-like features and AdaBoost algorithm in Viola-Jones method of object detection

This paper describes the usage of AdaBoost algorithm in Viola-Jones method of face detection. Viola-Jones is first object detection framework that provides competitive object detection rates in real-time. This framework is widely used in solving face detection tasks. The Viola-Jones method uses seve...

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Published in:2013 12th International Conference the Experience of Designing and Application of CAD Systems in Microelectronics (CADSM) pp. 284 - 286
Main Authors: Peleshko, D., Soroka, K.
Format: Conference Proceeding
Language:English
Published: IEEE 01.02.2013
Subjects:
AdaBoost
Boosting
Classification algorithms
classifiers cascade
Face
Face detection
Feature extraction
Haar-like features
Object detection
Training
ViolaJones
ISBN:9781467364614, 1467364614
Online Access:Get full text
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Abstract This paper describes the usage of AdaBoost algorithm in Viola-Jones method of face detection. Viola-Jones is first object detection framework that provides competitive object detection rates in real-time. This framework is widely used in solving face detection tasks. The Viola-Jones method uses several technologies and algorithms. One of them is boosting algorithm AdaBoost, which is used to build classifiers cascades of objects.
AbstractList This paper describes the usage of AdaBoost algorithm in Viola-Jones method of face detection. Viola-Jones is first object detection framework that provides competitive object detection rates in real-time. This framework is widely used in solving face detection tasks. The Viola-Jones method uses several technologies and algorithms. One of them is boosting algorithm AdaBoost, which is used to build classifiers cascades of objects.
Author Soroka, K.
Peleshko, D.
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  givenname: K.
  surname: Soroka
  fullname: Soroka, K.
  email: sorokate@gmail.com
  organization: Publishing Inf. Technol. Dept., Lviv Polytech. Nat. Univ., Lviv, Ukraine
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Snippet This paper describes the usage of AdaBoost algorithm in Viola-Jones method of face detection. Viola-Jones is first object detection framework that provides...
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StartPage 284
SubjectTerms AdaBoost
Boosting
Classification algorithms
classifiers cascade
Face
Face detection
Feature extraction
Haar-like features
Object detection
Training
ViolaJones
Title Research of usage of Haar-like features and AdaBoost algorithm in Viola-Jones method of object detection
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