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Research and Development of Algorithms for Change Detection in Remote Sensing Imagery

Grant number:18/01033-3
Support Opportunities:Regular Research Grants
Start date: April 01, 2018
End date: September 30, 2020
Field of knowledge:Physical Sciences and Mathematics - Geosciences
Principal Investigator:Rogério Galante Negri
Grantee:Rogério Galante Negri
Host Institution: Instituto de Ciência e Tecnologia (ICT). Universidade Estadual Paulista (UNESP). Campus de São José dos Campos. São José dos Campos , SP, Brazil
City of the host institution:São José dos Campos
Associated researchers:Alejandro César Frery Orgambide ; Tatiana Sussel Gonçalves Mendes

Abstract

Remote Sensing has become an important tool for environmental processes analysis. Among several applications, change detection using Remote Sensing imagery is a topic of great interest. Perform this application in a temporal and accurate way is extremely important to understand the relations between anthropic and natural phenomena, allowing then better decision making. Use image classification as an intermediate step for change detection has been shown as an appropriate procedure. However, this approach depends on the accuracy of the classification results, which consequently motivates the development of more accurate classification methods. Based on the concept of divergence, stochastic distances have received great attention in recent years. In the light of this discussion, this project proposes the development of new change detection methods with basis on concepts derived from classification and stochastic distance able to produce robust and competitive results in comparison to conventional methodologies. Analysis with simulated data and practical applications will be carried in order to validate proposed methods. (AU)

Articles published in Agência FAPESP Newsletter about the research grant:
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Scientific publications (13)
(The scientific publications listed on this page originate from the Web of Science or SciELO databases. Their authors have cited FAPESP grant or fellowship project numbers awarded to Principal Investigators or Fellowship Recipients, whether or not they are among the authors. This information is collected automatically and retrieved directly from those bibliometric databases.)
SILVA ROTTA, LUIZ HENRIQUE; ALCANTARA, ENNER; PARK, EDWARD; NEGRI, ROGERIO GALANTE; LIN, YUNUNG NINA; BERNARDO, NARIANE; GONCALVES MENDES, TATIANA SUSSEL; SOUZA FILHO, CARLOS ROBERTO. The 2019 Brumadinho tailings dam collapse: Possible cause and impacts of the worst human and environmental disaster in Brazil. International Journal of Applied Earth Observation and Geoinformation, v. 90, . (18/01033-3, 19/00259-0)
NEGRI, ROGERIO GALANTE; FRERY, ALEJANDRO C.; CASACA, WALLACE; AZEVEDO, SAMARA; DIAS, MAURICIO ARAUJO; SILVA, ERIVALDO ANTONIO; ALCANTARA, ENNER HERENIO. SpectralSpatial-Aware Unsupervised Change Detection With Stochastic Distances and Support Vector Machines. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 59, n. 4, p. 2863-2876, . (18/01033-3, 13/07375-0)
NEGRI, ROGERIO G.; FRERY, ALEJANDRO C.. A general and extensible framework for assessing change detection techniques. Computers & Geosciences, v. 178, p. 10-pg., . (18/01033-3, 21/01305-6)
SILVA ROTTA, LUIZ HENRIQUE; ALCANTARA, ENNER; PARK, EDWARD; NEGRI, ROGERIO GALANTE; LIN, YUNUNG NINA; BERNARDO, NARIANE; GONCALVES MENDES, TATIANA SUSSEL; SOUZA FILHO, CARLOS ROBERTO. The 2019 Brumadinho tailings dam collapse: Possible cause and impacts of the worst human and environmental disaster in Brazil. INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, v. 90, p. 12-pg., . (18/01033-3, 19/00259-0)
SAPUCCI, GABRIELA RIBEIRO; NEGRI, ROGERIO GALANTE; CASACA, WALLACE; MASSI, KLECIA GILI. Analyzing Spatio-temporal Land Cover Dynamics in an Atlantic Forest Portion Using Unsupervised Change Detection Techniques. ENVIRONMENTAL MODELING & ASSESSMENT, . (17/14614-1, 18/01033-3)
MASELLI, LUCCAS Z.; NEGRI, ROGERIO G.. Urban structure type mapping method using spatial metrics and remote sensing imagery classification. EARTH SCIENCE INFORMATICS, . (18/01033-3)
GABRIELA RIBEIRO SAPUCCI; ROGÉRIO GALANTE NEGRI; KLÉCIA GILI MASSI; ENNER HERENIO DE ALCÂNTARA. BENEFÍCIOS DO PLANTIO DE Eucalyptus PARA O TAMANHO E FORMA DE FRA GMENTOS DE ÁREAS FLORESTAIS NA MATA ATLÂNTICA DO SUDESTE. Revista Árvore, v. 46, . (21/01305-6, 17/14614-1, 18/01033-3)
SAPUCCI, GABRIELA RIBEIRO; NEGRI, ROGERIO GALANTE. Hierarchical clustering and stochastic distance for indirect semi-supervised remote sensing image classification. SN APPLIED SCIENCES, v. 1, n. 3, . (18/01033-3, 16/06242-4, 14/14830-8)
ANANIAS, PEDRO HENRIQUE MORAES; NEGRI, ROGERIO GALANTE. nomalous behaviour detection using one-class support vector machine and remote sensing images: a case study of algal bloom occurrence in inland water. INTERNATIONAL JOURNAL OF DIGITAL EARTH, v. 14, n. 7, p. 921-942, . (18/01033-3)
SAPUCCI, GABRIELA RIBEIRO; NEGRI, ROGERIO GALANTE; CASACA, WALLACE; MASSI, KLECIA GILI. Analyzing Spatio-temporal Land Cover Dynamics in an Atlantic Forest Portion Using Unsupervised Change Detection Techniques. ENVIRONMENTAL MODELING & ASSESSMENT, v. 26, n. 4, p. 581-590, . (18/01033-3, 17/14614-1)
MASELLI, LUCCAS Z.; NEGRI, ROGERIO G.. Urban structure type mapping method using spatial metrics and remote sensing imagery classification. EARTH SCIENCE INFORMATICS, v. 14, n. 4, p. 16-pg., . (18/01033-3)
GODOY, LUIZ GUSTAVO RODRIGUES; NEGRI, ROGERIO GALANTE; DE JESUS AMORE, DIOGO. Thresholding process on the dissimilarities between probability models for change detection on remote sensing data. JOURNAL OF APPLIED REMOTE SENSING, v. 16, n. 1, p. 16-pg., . (18/01033-3, 21/01305-6, 18/25806-1)
SAPUCCI, GABRIELA RIBEIRO; NEGRI, ROGERIO GALANTE; MASSI, KLECIA GILI; DE ALCANTARA, ENNER HERENIO. Eucalyptus PLANTATION BENEFITS TO PATCH SIZE AND SHAPE OF FORESTED AREAS IN SOUTHEAST ATLANTIC FOREST. Revista Árvore, v. 46, p. 10-pg., . (21/01305-6, 18/01033-3, 17/14614-1)