TY - GEN
T1 - Training a multilayered perceptron to compute the Euler number of a 2-D binary image
AU - Sossa, Humberto
AU - Carreón, Ángel
AU - Santiago, Raúl
N1 - Publisher Copyright:
© Springer International Publishing Switzerland 2016.
PY - 2016
Y1 - 2016
N2 - In this short communication, we explain how a Multilayered Perceptron (MLP) can be used to compute the Euler number or Genus of a 2-D binary image. We take as basis the results provided by a mathematical formulation that is known providing exact results in the computation of this important topological image feature to derive two MLP-based architectures, one useful for the 4-connected case and one useful for 8-connected case. We present results with a set of realistic images and compare our proposals in terms of processing with other approaches reported in literature.
AB - In this short communication, we explain how a Multilayered Perceptron (MLP) can be used to compute the Euler number or Genus of a 2-D binary image. We take as basis the results provided by a mathematical formulation that is known providing exact results in the computation of this important topological image feature to derive two MLP-based architectures, one useful for the 4-connected case and one useful for 8-connected case. We present results with a set of realistic images and compare our proposals in terms of processing with other approaches reported in literature.
UR - http://www.scopus.com/inward/record.url?scp=84977472354&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-39393-3_5
DO - 10.1007/978-3-319-39393-3_5
M3 - Contribución a la conferencia
SN - 9783319393926
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 44
EP - 53
BT - Pattern Recognition - 8th Mexican Conference, MCPR 2016, Proceedings
A2 - Olvera-López, José Arturo
A2 - Martínez-Trinidad, José Francisco
A2 - Carrasco-Ochoa, Jesús Ariel
A2 - Ayala-Ramírez, Víctor
A2 - Jiang, Xiaoyi
PB - Springer Verlag
T2 - 8th Mexican Conference on Pattern Recognition, MCPR 2016
Y2 - 22 June 2016 through 25 June 2016
ER -