TY - GEN
T1 - The role of the infant vision system in 3d object recognition
AU - Vázquez, Roberto A.
AU - Sossa, Humberto
AU - Garro, Beatriz A.
PY - 2009
Y1 - 2009
N2 - Recently, it was shown how some metaphors, adopted from the infant vision system, were useful for face recognition. In this paper we adopt those biological hypotheses and apply them to the 3D object recognition problem. As the infant vision responds to low frequencies of the signal, a low-filter is used to remove high frequency components from the image. Then we detect subtle features in the image by means of a random feature selection detector. At last, a dynamic associative memory (DAM) is fed with this information for training and recognition. To test the accuracy of the proposal we use the Columbia Object Image Library (COIL 100).
AB - Recently, it was shown how some metaphors, adopted from the infant vision system, were useful for face recognition. In this paper we adopt those biological hypotheses and apply them to the 3D object recognition problem. As the infant vision responds to low frequencies of the signal, a low-filter is used to remove high frequency components from the image. Then we detect subtle features in the image by means of a random feature selection detector. At last, a dynamic associative memory (DAM) is fed with this information for training and recognition. To test the accuracy of the proposal we use the Columbia Object Image Library (COIL 100).
UR - http://www.scopus.com/inward/record.url?scp=70349115594&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-03040-6_98
DO - 10.1007/978-3-642-03040-6_98
M3 - Contribución a la conferencia
SN - 3642030394
SN - 9783642030390
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 800
EP - 807
BT - Advances in Neuro-Information Processing - 15th International Conference, ICONIP 2008, Revised Selected Papers
T2 - 15th International Conference on Neuro-Information Processing, ICONIP 2008
Y2 - 25 November 2008 through 28 November 2008
ER -