MO2.R14.5

COMPARISON BETWEEN MULTITEMPORAL GRAPH BASED CLASSICAL LEARNING AND LSTM MODEL CLASSIFICATIONS FOR SITS ANALYSIS

Ferdaous Chaabane, Safa Réjichi, SUP’COM, Carthage University, Tunisia; Florence Tupin, Telecom ParisTech, France

Session:
Time Series Analysis

Track:
Data Analysis Methods (Optical, Multispectral,Hyperspectral, SAR)

Presentation Time:
Mon, 28 Sep, 15:10-15:20 (UTC)
Mon, 28 Sep, 23:10-23:20 China Standard Time (UTC +8)
Mon, 28 Sep, 17:10-17:20 Central Europe Summer Time (UTC +2)
Mon, 28 Sep, 08:10-08:20 Pacific Daylight Time (UTC -7)

Session Co-Chairs:
Emmanuel Trouvé, Université Savoie Mont Blanc and Florence Tupin, Telecom ParisTech
Session Managers:
Manap Shymyr and Debvrat Varshney and Seif Ammar

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Session

MO2.R14.1: GeoNEX: A geostationary earth observatory at NASA Earth eXchange: Earth monitoring from operational geostationary satellite systems
Ramakrishna Nemani, NASA Ames Research Center, United States; Weile Wang, Hirofumi Hashimoto, Andrew Michaelis, Thomas Vandal, ARC-CREST/NASA Ames Research Center, United States; Alexei Lyapustin, NASA Goddard Space Flight Center, United States; Jia Zhang, Carnegie Mellon University, United States; Tsengdar Lee, NASA/HQ, United States; Satya Kalluri, NOAA, United States; Hideaki Takenaka, Japan Aerospace Exploration Agency, Japan; Atsushi Higuchi, Kazuhito Ichii, Chiba University, Japan; Shuang Li, Guiyang Education University, China; Jong-Min Yeom, Korea Aerospace Research Institute, KARI, Korea (South)
MO2.R14.2: TEMPORAL CONSOLIDATION STRATEGY FOR GROUND BASED IMAGE DISPLACEMENT TIME SERIES
Guilhem Marsy, Flavien Vernier, Université Savoie Mont Blanc, France; Xavier Bodin, CNRS, France; William Castaings, TENEVIA, France; Emmanuel Trouvé, Université Savoie Mont Blanc, France
MO2.R14.3: Prediction of plant growth based on statistical measurements using satellite image time series
Marwa Hachicha, Advanced Technologies for Image and Signal Processing, Tunisia; Mahdi Louati, National School of Electronics and Telecommunications of Sfax, Tunisia; Abdelaziz Kallel, Digital Research Center of Sfax, Tunisia; Jean-Philippe Gastellu-Etchegorry, Centre d'Etudes Spatiales de la Biosphère, CESBIO; Toulouse University (CNRS, CNES, IRD, Paul Sabatier University), France
MO2.R14.4: CLASSIFICATION OF WHEAT AND BARLEY FIELDS USING SENTINEL-1 BACKSCATTER
Isabella Pfeil, Felix Reuß, Mariette Vreugdenhil, Claudio Navacchi, Wolfgang Wagner, TU Wien, Austria
MO2.R14.5: COMPARISON BETWEEN MULTITEMPORAL GRAPH BASED CLASSICAL LEARNING AND LSTM MODEL CLASSIFICATIONS FOR SITS ANALYSIS
Ferdaous Chaabane, Safa Réjichi, SUP’COM, Carthage University, Tunisia; Florence Tupin, Telecom ParisTech, France
MO2.R14.6: Fuzzy Neural Network-Based Assessment of Road Traffic Situations Using Extracted Information Obtained from Optical High-Resolution Satellite Remote Sensing Images
Xiaoyang Ma, Harbin Institute of Technology, China; Xiaolong Hao, Beijing Tracking and Communication Technology Research Institute, China; Hao Chen, Harbin Institute of Technology, China
MO2.R14.7: PHOTOVOLTAIC PANEL CONSTRUCTION CHANGE MONITORING BASED ON LSTM MODELS
Liuliang Chen, Shanghai Jiao Tong University, China; Weiwei Guo, Tongji University, China; Zeyu Liu, Zenghui Zhang, Wenxian Yu, Shanghai Jiao Tong University, China
MO2.R14.8: UNCERTAINTIES IN VIIRS NIGHTTIME LIGHT TIME SERIES ANALYSIS
Zhuosen Wang, University of Maryland College Park/NASA GSFC, United States; Miguel Román, Universities Space Research Association, United States; Virginia Kalb, NASA Goddard Space Flight Center, United States; Ranjay Shrestha, Science Systems and Applications, Inc., United States; Eleanor Stokes, University of Maryland College Park/NASA GSFC, United States; Ian Paynter, Universities Space Research Association/NASA GSFC, United States
MO2.R14.9: TEMPORAL AND SPATIAL CHANGE PATTERN RECOGNITION BY MEANS OF SENTINEL-1 SAR TIME-SERIES
Meiqin Che, Paolo Gamba, University of Pavia, Italy
MO2.R14.10: VISION-BASED SCATTERING KEY-FRAME EXTRACTION FOR VIDEOSAR SUMMARIZATION
Ying Zhang, Nanjing University of Aeronautics and Astronautics, China; Lichao Mou, German Aerospace Center, Germany; Daiyin Zhu, Nanjing University of Aeronautics and Astronautics, China; Xiao Xiang Zhu, German Aerospace Center, Germany
MO2.R14.11: ASSESSING DIFFERENTIATION BETWEEN PASTURE AND CROPLANDS USING REMOTE SENSING IMAGE TIME SERIES METRICS
Marcos Rodrigues, Hugo Bendini, Anderson Soareas, Thales Körting, Leila Fonseca, INPE, Brazil