TY - GEN
T1 - Support vector machines applied to 2-D binary image Euler number computation
AU - Sossa, Humberto
AU - Carreon, Angel
AU - Santiago, Raul
AU - Petrilli-Barcelo, Alberto
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/12/22
Y1 - 2016/12/22
N2 - In this communication we explain how a Support Vector Machine (SVM) can be applied to compute the Euler number or Genus of a 2-D binary image. By taking into account the results provided by a mathematical formulation that is known producing exact results we derive two specialized SVM-based architectures, one useful for the 4-connected case and one useful for the 8-connected case. We validate the applicability of both architectures with two sets of images and compare their performance in terms of processing times with several standard methods reported in literature.
AB - In this communication we explain how a Support Vector Machine (SVM) can be applied to compute the Euler number or Genus of a 2-D binary image. By taking into account the results provided by a mathematical formulation that is known producing exact results we derive two specialized SVM-based architectures, one useful for the 4-connected case and one useful for the 8-connected case. We validate the applicability of both architectures with two sets of images and compare their performance in terms of processing times with several standard methods reported in literature.
KW - Euler number computation
KW - Feature extraction
KW - Support Vector Machines
UR - http://www.scopus.com/inward/record.url?scp=85011115921&partnerID=8YFLogxK
U2 - 10.1109/ICMEAE.2016.010
DO - 10.1109/ICMEAE.2016.010
M3 - Contribución a la conferencia
AN - SCOPUS:85011115921
T3 - Proceedings - 2016 International Conference on Mechatronics, Electronics, and Automotive Engineering, ICMEAE 2016
SP - 3
EP - 8
BT - Proceedings - 2016 International Conference on Mechatronics, Electronics, and Automotive Engineering, ICMEAE 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 International Conference on Mechatronics, Electronics, and Automotive Engineering, ICMEAE 2016
Y2 - 22 November 2016 through 25 November 2016
ER -