Deep Learning Meets SAR: Concepts, models, pitfalls, and perspectives

Xiao Xiang Zhu, Sina Montazeri, Mohsin Ali, +6

IEEE Geoscience and Remote Sensing Magazine

RadarData AugmentationConvolutional Neural NetworkEngineeringMachine Learning +9

The urban morphology on our planet – Global perspectives from space

Xiao Xiang Zhu, Chunping Qiu, Jingliang Hu, +4

Remote Sensing of Environment

Building segmentation through a gated graph convolutional neural network with deep structured feature embedding

Yilei Shi, Qingyu Li, Xiao Xiang Zhu

ISPRS Journal of Photogrammetry and Remote Sensing

So2Sat LCZ42: A Benchmark Data Set for the Classification of Global Local Climate Zones [Software and Data Sets]

Xiao Xiang Zhu, Jingliang Hu, Chunping Qiu, +14

IEEE Geoscience and Remote Sensing Magazine

Earth ObservationEngineeringMachine LearningSupervised Machine-learning EndeavorsLand Cover +20

GLF-CR: SAR-enhanced cloud removal with global–local fusion

Fang Xu, Yilei Shi, Patrick Ebel, +4

ISPRS Journal of Photogrammetry and Remote Sensing

GeophysicsRadarSar-enhanced Cloud RemovalImage AnalysisEngineering +13

The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection From Multisource Satellite Imagery

Omid Ghorbanzadeh, Yonghao Xu, Hengwei Zhao, +12

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

Hybrid Quantum-Classical Convolutional Neural Network Model for Image Classification

Fan Fan, Yilei Shi, Tobias Guggemos, +1

IEEE Transactions on Neural Networks and Learning Systems

Quantum ScienceConvolutional Neural NetworkImage ClassificationImage AnalysisQuantum Computing +10

Building Footprint Generation Using Improved Generative Adversarial Networks

Yilei Shi, Qingyu Li, Xiao Xiang Zhu

IEEE Geoscience and Remote Sensing Letters

Built EnvironmentGenerative SystemBuilding Footprint GenerationMachine VisionMachine Learning +13

EarthNets: Empowering AI in Earth Observation

Zhitong Xiong, Fahong Zhang, Yi Wang, +2

arXiv (Cornell University)

Artificial IntelligenceEarth ObservationConvolutional Neural NetworkEngineeringMachine Learning +17

Semi-supervised bidirectional alignment for Remote Sensing cross-domain scene classification

Wei Huang, Yilei Shi, Zhitong Xiong, +2

ISPRS Journal of Photogrammetry and Remote Sensing

Image AnalysisMachine VisionData ScienceMachine LearningPattern Recognition +12