Publicação: Video target tracking by using competitive neural networks
dc.contributor.author | Araujo, Ernesto | |
dc.contributor.author | Silva, Cassiano R. [UNESP] | |
dc.contributor.author | Sampaio, Daniel J.B.S. [UNESP] | |
dc.contributor.institution | Instituto Nacional de Pesquisas Espaciais (INPE) | |
dc.contributor.institution | Universidade Federal de São Paulo (UNIFESP) | |
dc.contributor.institution | Hospital Municipal Dr. José de Carvalho Florence | |
dc.contributor.institution | Universidade Estadual Paulista (Unesp) | |
dc.date.accessioned | 2014-05-27T11:23:49Z | |
dc.date.available | 2014-05-27T11:23:49Z | |
dc.date.issued | 2008-12-01 | |
dc.description.abstract | A target tracking algorithm able to identify the position and to pursuit moving targets in video digital sequences is proposed in this paper. The proposed approach aims to track moving targets inside the vision field of a digital camera. The position and trajectory of the target are identified by using a neural network presenting competitive learning technique. The winning neuron is trained to approximate to the target and, then, pursuit it. A digital camera provides a sequence of images and the algorithm process those frames in real time tracking the moving target. The algorithm is performed both with black and white and multi-colored images to simulate real world situations. Results show the effectiveness of the proposed algorithm, since the neurons tracked the moving targets even if there is no pre-processing image analysis. Single and multiple moving targets are followed in real time. | en |
dc.description.affiliation | Integration and Testing Laboratory - LIT Space Technologies and Engineering - ETE Instituto Nacional de Pesquisas Espaciais - INPE, Av. Astronautas, 1758, 12.227-010 São José dos Campos | |
dc.description.affiliation | Health Informatics Dept. - DIS Universidade Federal de São Paulo - UNIFESP, Botucatu, 862, 04023-062 São Paulo | |
dc.description.affiliation | Hospital Municipal Dr. José de Carvalho Florence, Av. Saigiro Nakamura, 800, 04023-062 São José dos Campos | |
dc.description.affiliation | Electrical Engineering Department Universidade Estadual Paulista - UNESP, Av. Dr. Ariberto Pereira da Cunha, 333, 12.516-410 Guaratinguetá | |
dc.description.affiliationUnesp | Electrical Engineering Department Universidade Estadual Paulista - UNESP, Av. Dr. Ariberto Pereira da Cunha, 333, 12.516-410 Guaratinguetá | |
dc.format.extent | 420-431 | |
dc.identifier | http://www.wseas.us/e-library/transactions/signal/2008/28-145.pdf | |
dc.identifier.citation | WSEAS Transactions on Signal Processing, v. 4, n. 8, p. 420-431, 2008. | |
dc.identifier.issn | 1790-5022 | |
dc.identifier.scopus | 2-s2.0-58249104081 | |
dc.identifier.uri | http://hdl.handle.net/11449/70830 | |
dc.language.iso | eng | |
dc.relation.ispartof | WSEAS Transactions on Signal Processing | |
dc.rights.accessRights | Acesso aberto | |
dc.source | Scopus | |
dc.subject | Computational intelligence | |
dc.subject | Image motion | |
dc.subject | Neural network | |
dc.subject | Target tracking | |
dc.subject | Video digital camera | |
dc.subject | Artificial intelligence | |
dc.subject | Cameras | |
dc.subject | Computer graphics | |
dc.subject | Digital cameras | |
dc.subject | Image analysis | |
dc.subject | Image enhancement | |
dc.subject | Intelligent control | |
dc.subject | Learning algorithms | |
dc.subject | Targets | |
dc.subject | Tracking (position) | |
dc.subject | Vegetation | |
dc.subject | Video cameras | |
dc.subject | Colored images | |
dc.subject | Competitive learnings | |
dc.subject | Competitive neural networks | |
dc.subject | Digital sequences | |
dc.subject | Moving targets | |
dc.subject | Pre-processing | |
dc.subject | Real times | |
dc.subject | Real worlds | |
dc.subject | Sequence of images | |
dc.subject | Tracking algorithms | |
dc.subject | Video target tracking | |
dc.subject | Winning neurons | |
dc.subject | Neural networks | |
dc.title | Video target tracking by using competitive neural networks | en |
dc.type | Artigo | |
dspace.entity.type | Publication | |
unesp.campus | Universidade Estadual Paulista (UNESP), Faculdade de Engenharia, Guaratinguetá | pt |
unesp.department | Engenharia Elétrica - FEG | pt |