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Gabor features for real-time road environment classification.

Authors :
Mioulet, Luc
Breckon, Toby P.
Mouton, Andre
Liang, Haichao
Morie, Takashi
Source :
2013 IEEE International Conference on Industrial Technology (ICIT); 2013, p1117-1121, 5p
Publication Year :
2013

Abstract

In this paper we present a methodology to use Gabor response features for real-time visual road environment classification. Processing Gabor filters using hardware solely dedicated to this task enables improved real-time texture classification. Using such hardware enables us to successfully extract Gabor feature information for a four-class road environment classification problem. We used summary histogram as an intermediate level of texture representation prior to final classification. Overall we obtain a maximally correct classification circa 98%, outperforming prior work in the field. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISBNs :
9781467345675
Database :
Complementary Index
Journal :
2013 IEEE International Conference on Industrial Technology (ICIT)
Publication Type :
Conference
Accession number :
88249867
Full Text :
https://doi.org/10.1109/ICIT.2013.6505829