DeepCropMapping: A multi-temporal deep learning approach with improved spatial generalizability for dynamic corn and soybean mapping - Xu, Jinfan; Zhu, Yue; Zhong, Renhai; Lin, Zhixian; Xu, Jialu; Jiang, Hao; Huang, Jingfeng; Li, Haifeng; Lin, Tao (Remote sensing of environment, 2020)
Keywords: Agricultural land; Agricultural production; agricultural productivity; Agriculture; Algorithms; Classification; Computer applications; confidence interval; Confidence intervals; Corn; Corn belt; Corn Belt region; Cover crops; Crop mapping; Crop production; cropland; Crops; Decision trees; Deep learning; environment; Growing season; Landsat; Landsat satellites; Learning algorithms; Long short-term memory; Machine learning; Mapping; Model accuracy; Model generalization; Model testing; Multilayer perceptrons; neural networks; Remote sensing; Satellite observation; Soybeans; Spatial analysis; Spatial memory; Time series; time series analysis; Transformers; uncertainty; Corn Belt region; Deep learning; Long short-term memory; Model generalization; Crop mapping; Remote sensing; Time series