caa a22 4500 467936919 CHVBK 20180406153000.0 cr unu---uuuuu 170328e20061001xx s 000 0 eng 10.1007/s00138-006-0037-z doi (NATIONALLICENCE)springer-10.1007/s00138-006-0037-z Comparison of the nearest feature classifiers for face recognition [Elektronische Daten] [Mauricio Orozco-Alzate, César Castellanos-Domínguez] This paper presents an experimental comparison of the nearest feature classifiers, using an approach based on binomial tests in order to evaluate their strengths and weaknesses. In addition, classification accuracies and the accuracy-dimensionality tradeoff have been considered as comparison criteria. We extend two of the nearest feature classifiers to label the query point by a majority vote of the samples. Comparisons were carried out for face recognition using ORL database. We apply the eigenface representation for feature extraction. Experimental results showed that even though the classification accuracy of k-NFP outperforms k-NFL in some dimensions, these rate differences do not have statistical significance. Springer-Verlag, 2006 Binomial test nationallicence Comparison nationallicence Nearest feature classifiers nationallicence Orozco-Alzate Mauricio Grupo de Control y Procesamiento Digital de Señales, Universidad Nacional de Colombia Sede Manizales, Carrera 27 # 64-60, Manizales (Caldas), Colombia aut Castellanos-Domínguez César Grupo de Control y Procesamiento Digital de Señales, Universidad Nacional de Colombia Sede Manizales, Carrera 27 # 64-60, Manizales (Caldas), Colombia aut Machine Vision and Applications Springer-Verlag 17/5(2006-10-01), 279-285 0932-8092 17:5<279 2006 17 138 https://doi.org/10.1007/s00138-006-0037-z text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1007/s00138-006-0037-z text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Orozco-Alzate Mauricio Grupo de Control y Procesamiento Digital de Señales, Universidad Nacional de Colombia Sede Manizales, Carrera 27 # 64-60, Manizales (Caldas), Colombia aut NATIONALLICENCE 700 1- Castellanos-Domínguez César Grupo de Control y Procesamiento Digital de Señales, Universidad Nacional de Colombia Sede Manizales, Carrera 27 # 64-60, Manizales (Caldas), Colombia aut NATIONALLICENCE 773 0- Machine Vision and Applications Springer-Verlag 17/5(2006-10-01), 279-285 0932-8092 17:5<279 2006 17 138 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer