| Session Title | WEP2.PP: Big Data and Machine Learning - Machine Learning for Land Application |
|---|---|
| Presentation Mode | Poster |
| Session Time | Wednesday, 31 July, 15:20 - 16:20 |
| Location | Room 501-502: Poster Area P |
| Session Chair | Zhengwei Yang, USDA National Agricultural Statistics Service |
| WEP2.PP.1: EVALUATION OF MACHINE LEARNING-BASED URBAN SURFACE MAPPING USING A NEW MODERATE-RESOLUTION SATELLITE IMAGERY DATASET |
| Xin Luo; Tongji University |
| Xiaohua Tong; Tongji University |
| Runjie Wang; Tongji University |
| Haiyan Pan; Tongji University |
| WEP2.PP.2: COMPARATIVE ASSESSMENT OF MACHINE LEARNING TECHNIQUES FOR LAND USE/LAND COVER CLASSIFICATION IN THE BRAZILIAN SAVANNA USING ALOS-2/PALSAR-2 POLARIMETRIC IMAGES |
| Flavio Fortes Camargo; University of Brasilia |
| Edson Eyji Sano; University of Brasilia |
| Jose Claudio Mura; National Institute for Space Research (INPE) |
| Claudia Maria de Almeida; National Institute for Space Research (INPE) |
| Tati de Almeida; University of Brasilia |
| WEP2.PP.3: CLOUD DETECTION AND CLASSIFICATION FOR S-NPP FSR CRIS DATA USING SUPERVISED MACHINE LEARNING |
| Miao Tian; University of Electronic Science and Technology of China |
| Hao Chen; University of Electronic Science and Technology of China |
| Guanghui Liu; University of Electronic Science and Technology of China |
| WEP2.PP.4: CROPLAND MAPPING IN FRAGMENTED AGRICULTURAL LANDSCAPE USING MODIFIED PYRAMID SCENE PARSING NETWORK |
| Junwen Yang; Beijing Normal University |
| Jinshui Zhang; Beijing Normal University |
| Shuang Zhu; Beijing Normal University |
| Qing Xu; Beijing Normal University |
| Feng Zhang; Beijing Normal University |
| Zhijiang Yang; Beijing Institute of Space Launch Technology |
| Zheng Dong; Beijing Vocational College of Transportation |
| WEP2.PP.5: OPEN MULTI-PROCESSING ACCELERATION FOR UNSUPERVISED LAND COVER CATEGORIZATION USING PROBABILISTIC LATENT SEMANTIC ANALYSIS |
| Sergio Bernabe Garcia; Complutense University of Madrid |
| Carlos Garcia; Complutense University of Madrid |
| Ruben Fernandez-Beltran; University Jaume I |
| Mercedes E. Paoletti; University of Extremadura |
| Juan M. Haut; University of Extremadura |
| Javier Plaza; University of Extremadura |
| Antonio Plaza; University of Extremadura |
| WEP2.PP.6: DIMENSIONALITY REDUCTION IN THE PRESENCE OF HIGHLY CORRELATED VARIABLES FOR RANDOM FORESTS: WETLAND CASE STUDY |
| Amir Behnamian; Environment and Climate Change Canada |
| Sarah Banks; Environment and Climate Change Canada |
| Lori White; Environment and Climate Change Canada |
| Koreen Millard; Environment and Climate Change Canada |
| Darren Pouliot; Environment and Climate Change Canada |
| Jon Pasher; Environment and Climate Change Canada |
| Jason Duffe; Environment and Climate Change Canada |
| WEP2.PP.7: SEQUENTIAL RECURRENT ENCODERS FOR LAND COVER MAPPING IN THE BRAZILIAN AMAZON USING MODIS IMAGERY AND AUXILIARY DATASETS |
| Alejandro Coca-Castro; King's College London |
| Marc Rußwurm; Technical University of Munich |
| Louis Reymondin; International Center for Tropical Agriculture |
| Mark Mulligan; King's College London |
| WEP2.PP.8: CAN A DEEP NETWORK UNDERSTAND THE LAND COVER ACROSS SENSORS? |
| Zhongling Huang; Chinese Academy of Sciences |
| Corneliu Octavian Dumitru; German Aerospace Center (DLR) |
| Zongxu Pan; Chinese Academy of Sciences |
| Bin Lei; Chinese Academy of Sciences |
| Mihai Datcu; German Aerospace Center (DLR) |
| WEP2.PP.9: DEEP CONVOLUTIONAL NETWORKS FOR CLOUD DETECTION USING RESOURCESAT-2 DATA |
| Debvrat Varshney; Indian Institute of Remote Sensing |
| Prasun Gupta; Indian Institute of Remote Sensing |
| Claudio Persello; University of Twente |
| Bhaskar Nikam; Indian Institute of Remote Sensing |
| WEP2.PP.10: PREDICTING IMPERVIOUS LAND EXPANSION USING DEEP DECONVOLUTIONAL NEURAL NETWORKS |
| Pariya Pourmohammadi; West Virginia University |
| Donald Adjeroh; West Virginia University |
| Michael Strager; West Virginia University |