WEP.P11.8

DEEP LEARNING AND CLOUDY OPTICAL TIME SERIES: A CASE OF STUDY WITH LSTM TO MAP LULC IN PANTANAL

Bruno Matosak, Leila Fonseca, Instituto Nacional de Pesquisas Espaciais, Brazil; Raian Maretto, University of Twente, Netherlands
Session:
WEP.P11: Time Series Analysis Poster
Track:
Data Analysis
Location:
Poster Area 11
Presentation Time:
Wed, 19 Jul, 14:15 - 15:45 Pacific Time (UTC -8)
Session Chair:
Joan Francesc Munoz-Martin, Jet Propulsion Laboratory / California Institute of Technology
Session Managers:
Ge Jiang and HUMAIRA SANAM and Ayoti Banerjee and Srashti Singh
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Session WEP.P11
WEP.P11.1: A GRID-BASED REPRESENTATION FOR CHANGE DETECTION IN LONG TIME SERIES
Daniele Marinelli, Michele Dalponte, Lorenzo Frizzera, Damiano Gianelle, Fondazione Edmund Mach, Italy
WEP.P11.2: GRAPH DYNAMIC EARTH NET: SPATIO-TEMPORAL GRAPH BENCHMARK FOR SATELLITE IMAGE TIME SERIES
Corentin Dufourg, Charlotte Pelletier, Univ Bretagne Sud/IRISA, France; Stéphane May, Centre National d'Etudes Spatiales, France; Sébastien Lefèvre, Univ Bretagne Sud/IRISA, France
WEP.P11.3: DETECTING LAND COVER CHANGES BETWEEN SATELLITE IMAGE TIME SERIES BY EXPLOITING SELF SUPERVISED REPRESENTATION LEARNING CAPABILITIES
Adebowale Daniel Adebayo, Univ. Bretagne Sud / IRISA, University of Salzburg,, France; Charlotte Pelletier, Univ. Bretagne Sud / IRISA, France; Stefan Lang, University of Salzburg, Austria; Silvia Valero, Univ. Toulouse 3 / CESBIO, France
WEP.P11.4: DEFORMATION SIGNALS FROM 6+ YEARS OF INSAR+GNSS TIME SERIES IN CALIFORNIA
Katherine Guns, University of California San Diego, United States; Xiaohua Xu, University of Texas at Austin, United States; David Sandwell, Yehuda Bock, University of California San Diego, United States
WEP.P11.5: A novel change detection approach for extensive image series
Rogério Negri, São Paulo State University (UNESP), Brazil; Alejandro Frery, Victoria University of Wellington (VUW), New Zealand; Wallace Casaca, São Paulo State University (UNESP), Brazil
WEP.P11.6: Visual exploration of satellite image time series
Andreea Griparis, Anamaria Rădoi, Daniela Faur, Mihai Datcu, University Politehnica of Bucharest, Research Center for Spatial Information, Romania
WEP.P11.7: A 3-D MULTITEMPORAL HYBRID MODEL COUPLING STATISTICAL AND ARTIFICIAL INTELLIGENCE TECHNIQUES
Renata Rojas Guerra, Fabio Mariano Bayer, Universidade Federal de Santa Maria, Brazil; Paolo Gamba, University of Pavia, Italy
WEP.P11.8: DEEP LEARNING AND CLOUDY OPTICAL TIME SERIES: A CASE OF STUDY WITH LSTM TO MAP LULC IN PANTANAL
Bruno Matosak, Leila Fonseca, Instituto Nacional de Pesquisas Espaciais, Brazil; Raian Maretto, University of Twente, Netherlands
WEP.P11.9: LONG-TERM MONITORING OF CROPLAND ABANDONMENT USING LANDSAT TIME SERIES WITH CCDC ALGORITHM: A CASE STUDY FROM SOUTHERN AIT BAHA REGION, MOROCCO.
Oussama Himmy, Faculty of sciences Ain chock Casablanca, Morocco; Abderrazak Bannari, Space Pix-Map International Inc., Gatineau, Canada; Safia Loulad, Mehdi Maanan, Hassan Rhinane, Faculty of Sciences Aïn Chock, Hassan II University, Morocco
WEP.P11.10: RISCE- AN EXPLAINABLE ML CHAIN FOR PRACTICAL SUSTAINABLE AGRICULTURE
chandrabali karmakar, German Aerospace Center, Germany; Arnab Bhowmik, IMMS, Germany; Corneliu Octavian Dumitru, Mihai Datcu, German Aerospace Center, Germany
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