Aprendizagem Supervisionada Com Histograma De Palavras Visuais Para Classificação De Grãos De Pólen (Supervised Machine Learning and Bag of Words applied to Polen Grains Classification)

Carolini Nascimento Martins Rodrigues (carolvidaboa@gmail.com)1, Ariadne Barbosa Gonçalves (ariadne.gon@gmail.com)1, Hemerson Pistori (pistori@ucdb.br)1, Gercina Gonçalves da Silva (gercina.goncalves@gmail.com)1


1Universidade Católica Dom Bosco

This paper appears in: Revista IEEE América Latina

Publication Date: Oct. 2015
Volume: 13,   Issue: 10 
ISSN: 1548-0992


Abstract:
This work presents some new results regarding the automation of pollen grains classification using computer vision. A technique based on Bag of Words feature extraction and Supervised Machine Learning is proposed and evaluated. A dataset comprising pollen grain images taken from 9 different species that occur in central Brazil was created and used in the experiments

Index Terms:
bag-of-words, pattern recognition, polen   


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