WE4.R8: Agricultural Yield Estimation and Prediction I
Wed, 19 Jul, 15:45 - 17:00 Pacific Time (UTC -7)
Location: Room 8
Session Type: Oral
Session Chair: Jasmeet Judge, U. Florida
Track: Land Applications
Wed, 19 Jul, 15:45 - 15:57 Pacific Time (UTC -7)

WE4.R8.1: PREDICTING CROP YIELD WITH MACHINE LEARNING: AN EXTENSIVE ANALYSIS OF INPUT MODALITIES AND MODELS ON A FIELD AND SUBFIELD LEVEL
Deepak Pathak, Miro Miranda, Cristhian Sanchez, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel, German Research Center for Artificial Intelligence (DFKI), Germany; Francisco Mena, Hiba Najjar, University of Kaiserslautern-Landau (RPTU), Germany; Patrick Helber, Benjamin Bischke, Peter Habelitz, Vision Impulse GmbH, Germany
Wed, 19 Jul, 15:57 - 16:09 Pacific Time (UTC -7)

WE4.R8.2: Cotton Yield Prediction using Satellite Remote Sensing and Machine Learning
Oluwatola Adedeji, Bishnu Ghimire, Rupak Karn, Emily Wieber, Alwaseela Abdalla, Wenxuan Guo, Crop Ecophysiology and Precision Agriculture Lab, Department of Plant and Soil Science, Texas Tech University, United States
Wed, 19 Jul, 16:09 - 16:21 Pacific Time (UTC -7)

WE4.R8.3: CROP YIELD PREDICTION: AN OPERATIONAL APPROACH TO CROP YIELD MODELING ON FIELD AND SUBFIELD LEVEL WITH MACHINE LEARNING MODELS
Patrick Helber, Benjamin Bischke, Peter Habelitz, Vision Impulse GmbH, Germany; Cristhian Sanchez, Deepak Pathak, Miro Miranda, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel, German Research Center for Artificial Intelligence (DFKI), Germany; Hiba Najjar, Francisco Mena, University of Kaiserslautern-Landau (RPTU), Germany
Wed, 19 Jul, 16:21 - 16:33 Pacific Time (UTC -7)

WE4.R8.4: SOYBEAN YIELD ESTIMATION USING FUSED PLANETSCOPE AND SENTINEL-2 IMAGERY
Nizom Farmonov, Khilola Amankulova, József Szatmári, László Mucsi, University of Szeged, Hungary; Alireza Sharifi, Shahid Rajaee Teacher Training University, Iran
Wed, 19 Jul, 16:33 - 16:45 Pacific Time (UTC -7)

WE4.R8.5: SIMULTANEOUSLY ESTIMATING CROP YIELD AND SEED COMPOSITION USING MULTITASK LEARNING FROM UAV MULTISPECTRAL DATA
Shahid Nawaz Khan, Maitiniyazi Maimaitijiang, Bruce Millett, Dapeng Li, Melanie Caffé, Péter Kovács, South Dakota State University, United States; Sidike Paheding, Michigan Technological University, United States
Wed, 19 Jul, 16:45 - 17:00 Pacific Time (UTC -7)

WE4.R8.D: Discussion