FR1.R2: Machine Learning for Earth Observation II

Fri, 2 Oct, 12:00 - 14:00 (UTC)
Fri, 2 Oct, 20:00 - 22:00 China Standard Time (UTC +8)
Fri, 2 Oct, 14:00 - 16:00 Central Europe Summer Time (UTC +2)
Fri, 2 Oct, 05:00 - 07:00 Pacific Daylight Time (UTC -7)
Session Co-Chairs: Lexie Yang, Oak Ridge National Laboratory and Yuliya Tarabalka, LuxCarta
Session Managers: Selena Chavez and Juan Carlos Hernandez Sanchez
Track: Special Themes
12:00-12:10 (UTC)
20:00-20:10 (UTC +8)
14:00-14:10 (UTC +2)
05:00-05:10 (UTC -7)

FR1.R2.1: CLASSIFYING GLOBAL LOW CLOUD MORPHOLOGY WITH A DEEP LEARNING MODEL: RESULTS AND POTENTIAL USE

Tianle Yuan, NASA GFSC / UMBC JCET, United States; Hua Song, NASA GFSC / SSAI, United States; John Mohrmann, Robert Wood, Univ. of Washington, United States; Kerry Meyer, Lazaros Oreopoulos, Steven Platnick, NASA Goddard Space Flight Center, United States
12:10-12:20 (UTC)
20:10-20:20 (UTC +8)
14:10-14:20 (UTC +2)
05:10-05:20 (UTC -7)

FR1.R2.2: DEEP RECURRENT NEURAL NETWORK FOR CROP CLASSIFICATION TASK BASED ON SENTINEL-1 AND SENTINEL-2 IMAGERY

Nataliia Kussul, Mykola Lavreniuk, Leonid Shumilo, Space Research Institute, Ukraine
12:20-12:30 (UTC)
20:20-20:30 (UTC +8)
14:20-14:30 (UTC +2)
05:20-05:30 (UTC -7)

FR1.R2.3: A FAST SEARCH SYSTEM FOR REMOTE SENSING IMAGERY BASED ON BAG OF VISUAL WORDS AND LATENT DIRICHLET ALLOCATION

Chandrabali Karmakar, Mihai Datcu, German Aerospace Center (DLR), Germany
12:30-12:40 (UTC)
20:30-20:40 (UTC +8)
14:30-14:40 (UTC +2)
05:30-05:40 (UTC -7)

FR1.R2.4: COMPLEXITY ANALYSIS OF AN EDGE PRESERVING CNN SAR DESPECKLING ALGORITHM

Sergio Vitale, Giampaolo Ferraioli, Vito Pascazio, Università di Napoli Parthenope, Italy
12:40-12:50 (UTC)
20:40-20:50 (UTC +8)
14:40-14:50 (UTC +2)
05:40-05:50 (UTC -7)

FR1.R2.5: A DECEPTIVE JAMMING TEMPLATE SYNTHESIS METHOD FOR SAR USING GENERATIVE ADVERSARIAL NETS

Weiwei Fan, Feng Zhou, Tian Tian, Xidian University, China
12:50-13:00 (UTC)
20:50-21:00 (UTC +8)
14:50-15:00 (UTC +2)
05:50-06:00 (UTC -7)

FR1.R2.6: IDENTIFYING SEA ICE RIDGING IN SAR IMAGERY USING CONVOLUTIONAL NEURAL NETWORKS

Daniel Sola, Anmol Sharan Nagi, K Andrea Scott, University of Waterloo, Canada
13:00-13:10 (UTC)
21:00-21:10 (UTC +8)
15:00-15:10 (UTC +2)
06:00-06:10 (UTC -7)

FR1.R2.7: Multi-Scale and Temporal Transfer Learning for Automatic Tracking of Internal Ice Layers

Masoud Yari, Maryam Rahnemoonfar, University of Maryland, Baltimore County, United States; John Paden, Kansas University, United States
13:10-13:20 (UTC)
21:10-21:20 (UTC +8)
15:10-15:20 (UTC +2)
06:10-06:20 (UTC -7)

FR1.R2.8: THE SMART ICE CLOUD SENSING (SMICES) SMALLSAT CONCEPT

Xavier Bosch Lluis, Mehmet Ogut, Sidharth Misra, Pekka Kangaslahti, Jonathan Jiang, Erich Schlecht, NASA Jet Propulsion Laboratory, United States; William Deal, Northrop Grumman Corporation, United States
13:20-13:30 (UTC)
21:20-21:30 (UTC +8)
15:20-15:30 (UTC +2)
06:20-06:30 (UTC -7)

FR1.R2.9: SCHEDULING MISSION RECONFIGURATION FOR AN INTERFEROMETRY SYNTHETIC APERTURE RADAR USING DEEP REINFORCEMENT LEARNING

Antoni Viros-i-Martin, Daniel Selva, Texas A&M University, United States; Ryan Alimo, NASA Jet Propulsion Laboratory, California Institute of Technology, United States
13:30-13:40 (UTC)
21:30-21:40 (UTC +8)
15:30-15:40 (UTC +2)
06:30-06:40 (UTC -7)

FR1.R2.10: DATA MINING ON THE CANDELA CLOUD PLATFORM

Wei Yao, Octavian Dumitru, German Aerospace Center, Germany; Jose Lorenzo, ATOS SPAIN SA, Spain; Mihai Datcu, German Aerospace Center, Germany
13:40-13:50 (UTC)
21:40-21:50 (UTC +8)
15:40-15:50 (UTC +2)
06:40-06:50 (UTC -7)

FR1.R2.11: THE SMART ICE CLOUD SENSING (SMICES) SMALLSAT INSTRUMENT ARTIFICIAL INTELLIGENCE STRATEGIES

Mehmet Ogut, Xavier Bosch-Lluis, Sidharth Misra, Pekka Kangaslahti, Jonathan Jiang, Erich Schlecht, NASA Jet Propulsion Laboratory, California Institute of Technology, United States; William Deal, Kevin Leong, Caitlyn Cooke, Ken Kreischer, John Tucek, Northrop Grumman Corporation, United States
13:50-14:00 (UTC)
21:50-22:00 (UTC +8)
15:50-16:00 (UTC +2)
06:50-07:00 (UTC -7)

FR1.R2.12: PENALTY DRIVEN TRAINING SAMPLE REFINEMENT TECHNIQUE FOR HYPERSPECTRAL IMAGES CLASSIFICATION USING ANT COLONY OPTIMIZATION

Shakti Sharma, Bennett University, India