Plant texture classification using gabor co-occurrences

Authors:
James S. Cope;Paolo Remagnino;Sarah Barman;Paul Wilkin
Affiliations:
Digital Imaging Research Centre, Kingston University, London, UK;Digital Imaging Research Centre, Kingston University, London, UK;Digital Imaging Research Centre, Kingston University, London, UK;Royal Botanical Gardens, Kew, London, UK
Venue:
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Year:
2010

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Abstract

Leaves provide an important source of data for research in comparative plant biology. This paper presents a method for comparing and classifying plants based on leaf texture. Joint distributions for the responses from applying different scales of the Gabor filter are calculated. The difference between leaf textures is calculated by the Jeffreydivergence measure of corresponding distributions. This technique is also applied to the Brodatz texture database, to demonstrate its more general application, and comparison to the results from traditional texture analysis methods is given.