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Genetic programming based classifier in Viola-Jones RapidMiner Image Mining Extension | IEEE Conference Publication | IEEE Xplore

Genetic programming based classifier in Viola-Jones RapidMiner Image Mining Extension


Abstract:

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...Show More

Abstract:

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.
Date of Conference: 02-04 July 2013
Date Added to IEEE Xplore: 30 September 2013
ISBN Information:
Conference Location: Rome, Italy

References

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