WE2.R7.6

DEEP LEARNING-BASED EARLY FOREST DECLINE DETECTION BY TRANSFORMERS USING SENTINEL-2 TIME SERIES

Christopher Schiller, Jonathan Költzow, Fabian Ewald Fassnacht, Freie Universität Berlin, Germany

Session:
WE2.R7: Multi-modal Characterization of Forest Canopy Attributes Oral

Track:
Land Applications

Location:
MC 3 Hall

Presentation Time:
Wed, 10 Jul, 12:50 - 13:04

Session Co-Chairs:
Sorin Popescu, Texas A&M University and Rajat Rajat, Hokkaido University
Presentation
Discussion
Resources
No resources available.
Session WE2.R7
WE2.R7.1: DOMINANT LEAF TYPE CLASSIFICATION USING SENTINEL-1 TIME SERIES
Qian Song, Technical University of Munich, Germany; Ridvan Salih Kuzu, German Aerospace Center, Germany; Xiaoxiang Zhu, Technical University of Munich, Germany
WE2.R7.2: ENHANCING CHLOROPHYLL CONTENT ESTIMATION WITH SENTINEL-2 IMAGERY: A FUSION OF DEEP LEARNING AND BIOPHYSICAL MODELS
Keith Arano, Loic Dutrieux, Joint Research Centre (JRC), European Commission, Ispra, Italy., Italy; Ladislav Šigut, Natalia Kowalska, Global Change Research Institute of the Czech Academy of Sciences, Bělidla, Brno, Czechia., Czech Republic; Zuzana Lhotáková, Eva Neuwirthová, Charles University, Czech Republic; Petr Lukeš, Global Change Research Institute of the Czech Academy of Sciences, Bělidla, Brno, Czechia., Czech Republic; Pieter Beck, Carlos Camino, Joint Research Centre (JRC), European Commission, Ispra, Italy., Italy
WE2.R7.3: A CANOPY HEIGHT MAP FOR THE CONTINENTAL UNITED STATES AT 30-M FROM ICESAT-2 DATA
Sorin Popescu, Lonesome Malambo, Texas A&M University, United States
WE2.R7.4: CROSS MODAL FEW SHOT LEARNING FOR TREE SPECIES CLASSIFICATION USING AIRBORNE HYPERSPECTRAL IMAGES
Lei Hu, Wei He, Wuhan university, China; Hongyan Zhang, China University of Geosciences, China
WE2.R7.5: FOREST BIOMASS ESTIMATION USING S-BAND SAR AND LIDAR DATA
. Priyanka, Department of Agriculture, Sai Nath University, Ranchi, India; Rajat Rajat, Hokkaido University, Japan; Mohamed Musthafa, Indian Institute of Technology Bombay, India; Ram Avtar, Hokkaido University, Japan; Gulab Singh, Indian Institute of Technology Bombay, India
WE2.R7.6: DEEP LEARNING-BASED EARLY FOREST DECLINE DETECTION BY TRANSFORMERS USING SENTINEL-2 TIME SERIES
Christopher Schiller, Jonathan Költzow, Fabian Ewald Fassnacht, Freie Universität Berlin, Germany
WE2.R7.7: ASSESSMENT OF POST-DISTURBANCE CHANGES IN SPRUCE MOUNTAIN FORESTS USING SENTINEL-2 DATA AND MACHINE LEARNING
Marcin Kluczek, Bogdan Zagajewski, University of Warsaw, Poland
Resources
No resources available.