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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Vydáno v:2013 12th International Conference the Experience of Designing and Application of CAD Systems in Microelectronics (CADSM) s. 284 - 286
Hlavní autoři: Peleshko, D., Soroka, K.
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 01.02.2013
Témata:
AdaBoost
Boosting
Classification algorithms
classifiers cascade
Face
Face detection
Feature extraction
Haar-like features
Object detection
Training
ViolaJones
ISBN:9781467364614, 1467364614
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Shrnutí: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.
ISBN:9781467364614
1467364614