Improving a firefly meta-heuristic for multilevel image segmentation using Tsallis entropy
dc.contributor.author | RODRIGUES, Paulo | |
dc.contributor.author | LOPES, Guilherme | |
dc.contributor.author | ERDMANN, H. R. | |
dc.contributor.author | RIBEIRO, M. P. | |
dc.contributor.author | GIRALDI, G. A. | |
dc.date.accessioned | 2019-08-17T20:00:30Z | |
dc.date.available | 2019-08-17T20:00:30Z | |
dc.date.issued | 2015 | |
dc.description.abstract | In this paper we show that the non-extensive Tsallis entropy, when used as kernel in the bio-inspired firefly algorithm for multi-thresholding in image segmentation, is more efficient than using the traditional crossentropy resented in the literature. The firefly algorithm is a swarm-based meta-heuristic, inspired by fireflies-seeking behavior following their luminescence. We show that the use of more convex kernels, as those based on non-extensive entropy, is more effective at 5 % of significance level than the cross-entropy counterpart when applied in synthetic spaces for searching thresholds in global minimum | en |
dc.description.firstpage | 1 | |
dc.description.lastpage | 20 | |
dc.description.volume | 1 | |
dc.identifier.citation | RODRIGUES, Paulo; LOPES, Guilherme; ERDMANN, H. R.; RIBEIRO, M. P.; GIRALDI, G. A. Improving a firefly meta-heuristic for multilevel image segmentation using Tsallis entropy. Pattern Analysis and Applications (Print), v. 1, p. 1-20, 2015. | |
dc.identifier.doi | 10.1007/s10044-015-0450-x | |
dc.identifier.issn | 1433-7541 | |
dc.identifier.uri | https://repositorio.fei.edu.br/handle/FEI/1008 | |
dc.identifier.url | https://link.springer.com/content/pdf/10.1007%2Fs10044-015-0450-x.pdf | |
dc.relation.ispartof | Pattern Analysis and Applications (Print) | |
dc.rights | Acesso Aberto | |
dc.subject.otherlanguage | Firefly meta-heuristic | en |
dc.subject.otherlanguage | Tsallis entropy | en |
dc.subject.otherlanguage | Image segmentation | en |
dc.subject.otherlanguage | Optimization | en |
dc.title | Improving a firefly meta-heuristic for multilevel image segmentation using Tsallis entropy | pt_BR |
dc.type | Artigo | pt_BR |