Title :
Traditional and neural networks algorithms: applications to the inspection of marble slab
Author :
Hernández, Vicente Garcerán ; Pérez, Pedro Clemente ; Pérez, Luis C Garcia ; Balibrea, Luis M Tomás ; Pina, Hector Puyosa
Author_Institution :
Grupo de Vision y Robotica, Murcia Univ., Cartagena, Spain
Abstract :
This article describes the traditional algorithms of deterministic and stochastic cluster analysis and classification (a priori and with learning), by comparing the results obtained using the classifiers based on neural networking techniques in supervised learning (multilayer perceptron with backpropagation). The selected samples, chosen to check the algorithms have been marble slabs of “Sierra de la Puerta” type
Keywords :
automatic optical inspection; backpropagation; calcium compounds; image classification; multilayer perceptrons; Sierra de la Puerta marble; backpropagation; classification; cluster analysis; marble slab inspection; multilayer perceptron; neural networks algorithms; supervised learning; visual inspection; Backpropagation algorithms; Clustering algorithms; Color; Inspection; Neural networks; Robot vision systems; Service robots; Slabs; Statistics; Surface texture;
Conference_Titel :
Systems, Man and Cybernetics, 1995. Intelligent Systems for the 21st Century., IEEE International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-2559-1
DOI :
10.1109/ICSMC.1995.538408