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On the Influence of Markovian Models for Contextual-Based Optimum-Path Forest Classification

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Autor(es):
Osaku, D. ; Levada, A. L. M. ; Papa, J. P. ; BayroCorrochano, E ; Hancock, E
Número total de Autores: 5
Tipo de documento: Artigo Científico
Fonte: PROGRESS IN PATTERN RECOGNITION IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2014; v. 8827, p. 8-pg., 2014-01-01.
Resumo

Contextual classification considers the information about a sample's neighborhood to improve standard pixel-based classification approaches. In this work, we evaluated four different Markovian models for Optimum-Path Forest contextual classification considering land use recognition in remote sensing data. Some insights about the situations in which each of them should be applied are stated, as well as the idea behind them is explained. (AU)

Processo FAPESP: 13/20387-7 - Otimização de hiperparâmetros em arquiteturas de aprendizado em profundidade
Beneficiário:João Paulo Papa
Modalidade de apoio: Bolsas no Exterior - Pesquisa