BOVW FOR CLASSIFICATION IN GEOMETRICS SHAPES
Journal Title: Applied Computer Science - Year 2018, Vol 14, Issue 4
Abstract
The classification of forms is a process used in various areas, to perform a classification based on the manipulation of shape contours it is necessary to extract certain common characteristics, it is proposed to use the bag of visual words model, this method consists of three phases: detection and extraction of characteristics, representation of the image and finally the classification. In the first phase of detection and extraction the SIFT and SURF methods will be used, later in the second phase a dictionary of words will be created through a process of clustering using K-means, EM, K-means in combination with EM, finally in the Classification will be compared algorithms of SVM, Bayes, KNN, RF, DT, AdaBoost, NN, to determine the performance and accuracy of the proposed method.
Authors and Affiliations
Baldemar ZURITA, Luís LUNA, José HERNÁNDEZ, Federico RAMÍREZ
Keywords
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- EP ID EP558464
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BOVW FOR CLASSIFICATION IN GEOMETRICS SHAPES
The classification of forms is a process used in various areas, to perform a classification based on the manipulation of shape contours it is necessary to extract certain common characteristics, it is proposed to use the...