Video Object Segmentation with Multivalued Neural Networks

Image processing
Neural networks
Authors

Rafael Marcos Luque Baena

Domingo López-Rodríguez

Enrique Mérida Casermeiro

Esteban J. Palomo

Published

10 September 2008

Publication details

Eighth International Conference on Hybrid Intelligent Systems (HIS) 2008: 613-618

Links

DOI

 



Abstract

The aim of this work is to present a segmentation method to detect moving objects in video scenes, based on the use of a multivalued discrete neural network to improve the results obtained by an underlying segmentation algorithm. Specifically, the multivalued neural model (MREM) is used to detect and correct some of the deficiencies and errors off the well-known Mixture of Gaussians algorithm. Experimental results, using video scenes publicly available from the Internet, show an increase of the visual quality of the segmentation, that could improve for subsequent analysis phases, such as object tracking or behavior studies.

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Citation

Please, cite this work as:

[Luq+08] R. M. Luque, D. López-Rodríguez, E. M. Casermeiro, et al. “Video Object Segmentation with Multivalued Neural Networks”. In: 8th International Conference on Hybrid Intelligent Systems (HIS 2008), September 10-12, 2008, Barcelona, Spain. Ed. by F. Xhafa, F. Herrera, A. Abraham, M. Köppen and J. M. Benítez. IEEE Computer Society, 2008, pp. 613-618. DOI: 10.1109/HIS.2008.130. URL: https://doi.org/10.1109/HIS.2008.130.

@inproceedings{DBLP:conf/his/LuqueLCP08,
     author = {Rafael Marcos Luque and
     Domingo López{-}Rodríguez and
     Enrique Mérida Casermeiro and
     Esteban J. Palomo},
     editor = {Fatos Xhafa and
     Francisco Herrera and
     Ajith Abraham and
     Mario K{"{o}}ppen and
     José Manuel Benítez},
     title = {Video Object Segmentation with Multivalued Neural Networks},
     booktitle = {8th International Conference on Hybrid Intelligent Systems {(HIS}
     2008), September 10-12, 2008, Barcelona, Spain},
     pages = {613–618},
     publisher = {{IEEE} Computer Society},
     year = {2008},
     url = {https://doi.org/10.1109/HIS.2008.130},
     doi = {10.1109/HIS.2008.130},
     timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
     biburl = {https://dblp.org/rec/conf/his/LuqueLCP08.bib},
     bibsource = {dblp computer science bibliography, https://dblp.org}
}