Logo do repositório

Time-referenced wavelet spatio-temporal change detection on multi-temporal SAR images

dc.contributor.authorFonseca, Rodney
dc.contributor.authorNegri, Rogerio [UNESP]
dc.contributor.authorPinheiro, Aluisio
dc.contributor.institutionWeizmann Institute of Science
dc.contributor.institutionUniversidade Estadual Paulista (UNESP)
dc.contributor.institutionUniversidade Estadual de Campinas (UNICAMP)
dc.date.accessioned2025-04-29T20:12:36Z
dc.date.issued2024-01-01
dc.description.abstractWe discuss here an unsupervised method to detect spatio-temporal changes on multitemporal SAR images. We name it TR-WECS (Time-Referenced Wavelet Energies Correlation Screening). We have a series of SAR images taken over time on the same region. We establish the first image as our time reference against which changes will be studied. We employ wavelet smoothing in each image, so that detected changes are not speckle-related. We then analyze temporal changes on discontiguous blocks of various sizes through wavelet energy apportionment, and ultra-high dimensional correlation screening. We illlustrate TR-WECS on a time series of Sentinel-1 images on the border of Brazil and French Guiana. The proposal's performance is favorably compared to traditional change detection methods.en
dc.description.affiliationWeizmann Institute of Science Department of Computer Science And Applied Mathematics
dc.description.affiliationSão Paulo State University Science And Technology Institute
dc.description.affiliationUniversidade Estadual De Campinas (Unicamp) Campinas Departamento De Estatística Imecc
dc.description.affiliationUnespSão Paulo State University Science And Technology Institute
dc.description.sponsorshipConselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)
dc.description.sponsorshipIdCNPq: 305220/2022-5
dc.description.sponsorshipIdCNPq: 310991/2020-0
dc.identifierhttp://dx.doi.org/10.1109/MIGARS61408.2024.10544459
dc.identifier.citation2024 International Conference on Machine Intelligence for GeoAnalytics and Remote Sensing, MIGARS 2024.
dc.identifier.doi10.1109/MIGARS61408.2024.10544459
dc.identifier.scopus2-s2.0-85196066638
dc.identifier.urihttps://hdl.handle.net/11449/308476
dc.language.isoeng
dc.relation.ispartof2024 International Conference on Machine Intelligence for GeoAnalytics and Remote Sensing, MIGARS 2024
dc.sourceScopus
dc.subjectChange detection
dc.subjectmulti-temporal
dc.subjectremote sensing
dc.subjectwavelets
dc.titleTime-referenced wavelet spatio-temporal change detection on multi-temporal SAR imagesen
dc.typeTrabalho apresentado em eventopt
dspace.entity.typePublication
unesp.author.orcid0000-0003-3948-3145[1]
unesp.author.orcid0000-0002-4808-2362[2]
unesp.author.orcid0000-0002-6132-7731[3]

Arquivos

Coleções