Detail publikace

Genetic Programming Based Classifier in Viola-Jones RapidMiner Image Mining Extension

Originální název

Genetic Programming Based Classifier in Viola-Jones RapidMiner Image Mining Extension

Anglický název

Genetic Programming Based Classifier in Viola-Jones RapidMiner Image Mining Extension

Jazyk

en

Originální abstrakt

This paper presents a new approach to the classifier design used in the Viola-Jones object detector implemented in RadpidMiner Image Mining Extension. The new approach to the classifier design proposed in this paper is in fact creation of a classification tree designed by a genetic programming algorithm. The resulting classifier is used as an alternative approach to the standard cascade classifier designed by a genetic algorithm. In this paper, a classifier design is shown, the incorporation into the Viola-Jones operator is described, and experimental results of face classification process are depicted and compared to the standard cascade classifier designed by genetic algorithm.

Anglický abstrakt

This paper presents a new approach to the classifier design used in the Viola-Jones object detector implemented in RadpidMiner Image Mining Extension. The new approach to the classifier design proposed in this paper is in fact creation of a classification tree designed by a genetic programming algorithm. The resulting classifier is used as an alternative approach to the standard cascade classifier designed by a genetic algorithm. In this paper, a classifier design is shown, the incorporation into the Viola-Jones operator is described, and experimental results of face classification process are depicted and compared to the standard cascade classifier designed by genetic algorithm.

BibTex


@inproceedings{BUT99162,
  author="Jan {Karásek} and Radim {Burget} and Jan {Mašek} and Ondřej {Benda}",
  title="Genetic Programming Based Classifier in Viola-Jones RapidMiner Image Mining Extension",
  annote="This paper presents a new approach to the classifier design used in the Viola-Jones object detector implemented in RadpidMiner Image Mining Extension. The new approach to the classifier design proposed in this paper is in fact creation of a classification tree designed by a genetic programming algorithm. The resulting classifier is used as an alternative approach to the standard cascade classifier designed by a genetic algorithm. In this paper, a classifier design is shown, the incorporation into the Viola-Jones operator is described, and experimental results of face classification process are depicted and compared to the standard cascade classifier designed by genetic algorithm.",
  booktitle="2013 36th International Conference on Telecommunications and Signal Processing",
  chapter="99162",
  edition="1",
  howpublished="print",
  year="2013",
  month="july",
  pages="872--876",
  type="conference paper"
}