Crop yield prediction from multi-spectral, multi-temporal remotely sensed imagery using recurrent 3D convolutional neural networks

Mengjia Qiao, Xiaohui He, Xijie Cheng, +4

International Journal of Applied Earth Observation and Geoinformation

Recurrent 3DConvolutional Neural NetworkPrecision AgricultureEngineeringMachine Learning +20

Exploiting Hierarchical Features for Crop Yield Prediction Based on 3-D Convolutional Neural Networks and Multikernel Gaussian Process

Mengjia Qiao, Xiaohui He, Xijie Cheng, +4

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Convolutional Neural NetworkPrecision AgricultureEngineeringMachine LearningNonlinear Kernels +25

KSTAGE: A knowledge-guided spatial-temporal attention graph learning network for crop yield prediction

Mengjia Qiao, Xiaohui He, Xijie Cheng, +4

Information Sciences

Precision AgricultureEngineeringCrop Yield PredictionCropping SystemSustainable Agriculture +3

Enhanced contextual representation with deep neural networks for land cover classification based on remote sensing images

Xijie Cheng, Xiaohui He, Mengjia Qiao, +4

International Journal of Applied Earth Observation and Geoinformation

Remote Sensing ImagesConvolutional Neural NetworkEngineeringMachine LearningLand Use +24

Robust Deep Neural Networks for Road Extraction From Remote Sensing Images

Panle Li, Xiaohui He, Mengjia Qiao, +12

IEEE Transactions on Geoscience and Remote Sensing

Image ClassificationDeep Neural NetworksMachine VisionImage AnalysisMachine Learning +13

Multi-View Graph Convolutional Network With Spectral Component Decompose for Remote Sensing Images Classification

Xijie Cheng, Xiaohui He, Mengjia Qiao, +7

IEEE Transactions on Circuits and Systems for Video Technology

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningImage Classification +17

Exploring multiple crowdsourced data to learn deep convolutional neural networks for road extraction

Panle Li, Xiaohui He, Mengjia Qiao, +9

International Journal of Applied Earth Observation and Geoinformation

An improved categorical cross entropy for remote sensing image classification based on noisy labels

Panle Li, Xiaohui He, Xijie Cheng, +8

Expert Systems with Applications

Classification MethodImage ClassificationImage AnalysisMachine LearningData Science +8

Multi-Scale Attention Network for Building Extraction from High-Resolution Remote Sensing Images

Jing Chang, Xiaohui He, Panle Li, +7

Sensors

Exploring Label Probability Sequence to Robustly Learn Deep Convolutional Neural Networks for Road Extraction With Noisy Datasets

Panle Li, Xiaohui He, Mengjia Qiao, +9

IEEE Transactions on Geoscience and Remote Sensing