TY - JOUR
T1 - Detection of Age-Related Macular Degeneration in Fundus Images by an Associative Classifier
AU - Garcia Floriano, Andres
AU - Yanez Marquez, Cornelio
AU - Camacho Nieto, Oscar
N1 - Publisher Copyright:
© 2003-2012 IEEE.
PY - 2018/3
Y1 - 2018/3
N2 - In this paper we propose the application of a novel associative classifier, the Heaviside's Classifier, for the early detection of Age-Related Macular Degeneration un retinal fundus images. Retinal fundus images are, first, processed by a simple method based on the Homomorphic filtering and some basic mathematical morphology operations; in the second phase we extract relevant features of the images using the Zernike moments, we also apply a feature selection method to select the best features from the original features set. The dataset created from the images with the best features are used to train and test a new classification model whose learning and classification phases are based on the Heaviside's Function. Experimental results show that our method is capable to achieve an accuracy value about the 94.12% with a dataset created from images belonging to famous image repositories.
AB - In this paper we propose the application of a novel associative classifier, the Heaviside's Classifier, for the early detection of Age-Related Macular Degeneration un retinal fundus images. Retinal fundus images are, first, processed by a simple method based on the Homomorphic filtering and some basic mathematical morphology operations; in the second phase we extract relevant features of the images using the Zernike moments, we also apply a feature selection method to select the best features from the original features set. The dataset created from the images with the best features are used to train and test a new classification model whose learning and classification phases are based on the Heaviside's Function. Experimental results show that our method is capable to achieve an accuracy value about the 94.12% with a dataset created from images belonging to famous image repositories.
KW - Age-Related Macular Degeneration
KW - Fundus images
KW - Heaviside's Classifier
KW - Homomorphic filtering
KW - Mathematical Morphology
KW - Zernike Moments
UR - http://www.scopus.com/inward/record.url?scp=85047134457&partnerID=8YFLogxK
U2 - 10.1109/TLA.2018.8358676
DO - 10.1109/TLA.2018.8358676
M3 - Artículo
SN - 1548-0992
VL - 16
SP - 933
EP - 939
JO - IEEE Latin America Transactions
JF - IEEE Latin America Transactions
IS - 3
ER -