IEEE IGARSS 2021 || Brussels, Belgium || July 12–14, 2021 • Physical

WE2.MM-12.7

COMPARING DEEP RECURRENT LEARNING AND CONVOLUTIONAL LEARNING FOR MULTI-TEMPORAL VEGETATION CLASSIFICATION

Khadidja Bakhti, Mohammed El Amin Larabi, Algerian Space Agency, Algeria

Session:

Multi-temporal Thematic Mapping and Classification

Track:

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

Presentation Time:

Wed, 14 Jul, 11:30-11:35 (UTC)
Wed, 14 Jul, 13:30-13:35 Central Europe Summer Time (UTC +2)
Wed, 14 Jul, 19:30-19:35 China Standard Time (UTC +8)
Wed, 14 Jul, 07:30-07:35 Eastern Daylight Time (UTC -4)

Session Co-Chairs:

Sachi Perera, Chapman University and Sachi Perera, Chapman University

Session Manager:

Ximena Tagle Casapia

Session WE2.MM-12

WE2.MM-12.1: LANDUSE LANDCOVER CHANGE DETECTION IN THE MEDITERRANEAN REGION USING A SIAMESE NEURAL NETWORK AND IMAGE PROCESSING

Sachi Perera, Mohamed Allali, Erik Linstead, Hesham El-Askary, Chapman University, United States

WE2.MM-12.2: CONVOLUTIONAL AUTOENCODER-BASED IMAGE RECONSTRUCTION FOR UNSUPERVISED MULTIMODAL CHANGE DETECTION

Anamaria Radoi, University Politehnica of Bucharest, Romania

WE2.MM-12.3: Change Detection Types of Buildings in Aleppo Citadel Urban Area during Syrian Crisis Using Self-Organizing Maps Neural Networks and VHR QuickBird & Worldview-2 Satellite Images

Bashar Sabouh, University of Aleppo, Syria; Ahed Alboody, UNIVERSITE DU LITTORAL CÔTE D'OPALE, France; Mohamad Najib Salah, Aleppo University, Syria; Ghadir Hmeidan, Researcher - University of Damascus, Syria

WE2.MM-12.4: IMPROVED UNET COMBINING DROPOUT AND ACNET FOR REMOTE SENSING IMAGE CHANGE DETECTION

Junmei Ren, Ling Tong, Yuxia Li, Lang Yuan, Yu Si, University of Electronic Science and Technology of China, China

WE2.MM-12.5: Automatic Stockpile Volume Monitoring using Multi-View Stereo from SkySat Imagery

Roger Marí, Université Paris-Saclay, France; Carlo de Franchis, Université Paris-Saclay & Kayrros, France; Enric Meinhardt-Llopis, Gabriele Facciolo, Université Paris-Saclay, France

WE2.MM-12.6: LARGE-SCALE MONITORING OF NEW BUILT-UP AREAS FROM JOINT USE OF SENTINEL-1/2 IMAGES

Andrea Garzelli, Claudia Zoppetti, University of Siena, Italy

WE2.MM-12.7: COMPARING DEEP RECURRENT LEARNING AND CONVOLUTIONAL LEARNING FOR MULTI-TEMPORAL VEGETATION CLASSIFICATION

Khadidja Bakhti, Mohammed El Amin Larabi, Algerian Space Agency, Algeria

WE2.MM-12.8: An Attention-Based System for Damage Assessment Using Satellite Imagery

Hanxiang Hao, Sriram Baireddy, Emily Bartusiak, Purdue University, United States; Latisha Konz, Kevin LaTourette, Michael Gribbons, Moses Chan, Lockheed Martin Space, United States; Mary Comer, Edward Delp, Purdue University, United States

WE2.MM-12.9: Multi-temporal Prediction of contaminating mineral abundance using hyperspectral spectroscopy

Belgacem Dkhala, Faculty of Science of Tunis, University of Tunis El Manar, Tunisia; Nouha Mezned, Faculty of Science of Tunis, University of Tunis El Manar; Higher Institute of Preparatory Studies in Biology and Geology of Soukra, Institution of Agricultural Research and Higher Education, University of Carthage, Tunisia; Saadi Abdeljaouad, Faculty of Science of Tunis, University of Tunis El Manar, Tunisia

COMPARING DEEP RECURRENT LEARNING AND CONVOLUTIONAL LEARNING FOR MULTI-TEMPORAL VEGETATION CLASSIFICATION

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