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Large Scale Multikernel RVM for Object Detection.

Authors :
Antoniou, Grigoris
Potamias, George
Spyropoulos, Costas
Plexousakis, Dimitris
Tzikas, Dimitris
Likas, Aristidis
Galatsanos, Nikolas
Source :
Advances in Artificial Intelligence (9783540341178); 2006, p389-399, 11p
Publication Year :
2006

Abstract

The Relevance Vector Machine(RVM) is a widely accepted Bayesian model commonly used for regression and classification tasks. In this paper we propose a multikernel version of the RVM and present an alternative inference algorithm based on Fourier domain computation to solve this model for large scale problems, e.g. images. We then apply the proposed method to the object detection problem with promising results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783540341178
Database :
Supplemental Index
Journal :
Advances in Artificial Intelligence (9783540341178)
Publication Type :
Book
Accession number :
32860957
Full Text :
https://doi.org/10.1007/11752912_39