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Massive Conscious Neighborhood-Based Crow Search Algorithm for the Pseudo-Coloring Problem

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Author(s):
Viana, Monique Simplicio ; Contreras, Rodrigo Colnago ; Pessoa, Paulo Cavalcanti ; dos Santos Bongarti, Marcelo Adriano ; Zamani, Hoda ; Guido, Rodrigo Capobianco ; Morandin Junior, Orides
Total Authors: 7
Document type: Journal article
Source: ADVANCES IN SWARM INTELLIGENCE, PT I, ICSI 2024; v. 14788, p. 15-pg., 2024-01-01.
Abstract

The pseudo-coloring problem (PsCP) is a combinatorial optimization challenge that involves assigning colors to elements in a way that meets specific criteria, often related to minimizing conflicts or maximizing some form of utility. A variety of metaheuristic algorithms have been developed to solve PsCP efficiently. However, these algorithms sometimes struggle with the quality of solutions, impacting their ability to achieve optimal or near-optimal results reliably. To overcome these issues, this study introduces an adapted conscious neighborhood-based crow search algorithm (CCSA) and a massive variant of CCSA specifically tailored for PsCP. The performance of CCSA and MCCSA are evaluated on real and synthetic images and compared with state-of-the-art optimizers. The results showed that the adapted CCSA and MCCSA outperformed offering an effective strategy for image pseudo-colorization. (AU)

FAPESP's process: 22/05186-4 - Improving Biometric Voice Authentication Systems: Robustness in Facing Short-Term Dysphonies
Grantee:Rodrigo Colnago Contreras
Support Opportunities: Scholarships in Brazil - Technical Training Program - Technical Training
FAPESP's process: 19/21464-1 - Deep neural networks and deep feature selection for spoofing detection in voice authentication systems
Grantee:Rodrigo Colnago Contreras
Support Opportunities: Scholarships in Brazil - Post-Doctoral
FAPESP's process: 21/12407-4 - Improving biometric voice authentication systems: robustness in facing short-term dysphonies
Grantee:Rodrigo Capobianco Guido
Support Opportunities: Regular Research Grants
FAPESP's process: 23/06611-3 - Sales Intelligence with Data Mining
Grantee:Monique Simplicio Viana
Support Opportunities: Scholarships in Brazil - Technical Training Program - Technical Training