IEEE Geoscience and Remote Sensing Magazine

Papers
(The TQCC of IEEE Geoscience and Remote Sensing Magazine is 7. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-02-01 to 2024-02-01.)
ArticleCitations
Feature Extraction for Hyperspectral Imagery: The Evolution From Shallow to Deep: Overview and Toolbox363
Linking Points With Labels in 3D: A Review of Point Cloud Semantic Segmentation198
A New Benchmark Based on Recent Advances in Multispectral Pansharpening: Revisiting Pansharpening With Classical and Emerging Pansharpening Methods168
Interpretable Hyperspectral Artificial Intelligence: When nonconvex modeling meets hyperspectral remote sensing156
High-Throughput Estimation of Crop Traits: A Review of Ground and Aerial Phenotyping Platforms137
Deep Learning Meets SAR: Concepts, models, pitfalls, and perspectives136
Artificial Intelligence for Remote Sensing Data Analysis: A review of challenges and opportunities134
Hyperspectral Anomaly Detection: A survey99
Land Cover Change Detection Techniques: Very-high-resolution optical images: A review91
A Large-Scale Benchmark Data Set for Evaluating Pansharpening Performance: Overview and Implementation91
Deep Learning for Unmanned Aerial Vehicle-Based Object Detection and Tracking: A survey89
Entering the Era of Earth Observation-Based Landslide Warning Systems: A Novel and Exciting Framework88
Low-Rank and Sparse Representation for Hyperspectral Image Processing: A review88
Motion Compensation/Autofocus in Airborne Synthetic Aperture Radar: A Review80
Spectral Variability in Hyperspectral Data Unmixing: A comprehensive review78
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directions75
So2Sat LCZ42: A Benchmark Data Set for the Classification of Global Local Climate Zones [Software and Data Sets]69
Use of SAR/InSAR in Mining Deformation Monitoring, Parameter Inversion, and Forward Predictions: A Review69
Sparse Synthetic Aperture Radar Imaging From Compressed Sensing and Machine Learning: Theories, applications, and trends66
BigEarthNet-MM: A Large-Scale, Multimodal, Multilabel Benchmark Archive for Remote Sensing Image Classification and Retrieval [Software and Data Sets]66
Single-Frame Infrared Small-Target Detection: A survey61
Lidar Boosts 3D Ecological Observations and Modelings: A Review and Perspective59
InSAR Phase Denoising: A Review of Current Technologies and Future Directions59
Spatially Continuous and High-Resolution Land Surface Temperature Product Generation: A review of reconstruction and spatiotemporal fusion techniques58
Machine Learning in Pansharpening: A benchmark, from shallow to deep networks55
OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing55
A Review of Time-Series Interferometric SAR Techniques: A Tutorial for Surface Deformation Analysis54
Self-Supervised Learning in Remote Sensing: A review49
Image Restoration for Remote Sensing: Overview and toolbox46
Correlation Filters for Unmanned Aerial Vehicle-Based Aerial Tracking: A Review and Experimental Evaluation45
Artificial Intelligence In Interferometric Synthetic Aperture Radar Phase Unwrapping: A Review45
Advances and Opportunities in Remote Sensing Image Geometric Registration: A systematic review of state-of-the-art approaches and future research directions44
Forest SAR Tomography: Principles and Applications43
Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current approaches, open challenges, and future opportunities41
Ground-Based Differential Interferometry SAR: A Review40
Hyperspectral Image Clustering: Current achievements and future lines40
From Interferometric to Tomographic SAR: A Review of Synthetic Aperture Radar Tomography-Processing Techniques for Scatterer Unmixing in Urban Areas38
Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And Perspectives37
Synthetic Aperture Radar Image Statistical Modeling: Part One-Single-Pixel Statistical Models35
Toward a Collective Agenda on AI for Earth Science Data Analysis31
Methods for Small, Weak Object Detection in Optical High-Resolution Remote Sensing Images: A survey of advances and challenges29
Contactless Ground Penetrating Radar Imaging: State of the art, challenges, and microwave tomography-based data processing29
Monitoring Buildings at Landslide Risk With SAR: A Methodology Based on the Use of Multipass Interferometric Data28
Spaceborne Synthetic Aperture Radar Imaging Algorithms: An overview27
A Review of Unsupervised Band Selection Techniques: Land Cover Classification for Hyperspectral Earth Observation Data24
Optical Remote Sensing Image Understanding With Weak Supervision: Concepts, methods, and perspectives23
Full-Resolution Quality Assessment of Pansharpening: Theoretical and hands-on approaches23
Crowdsourcing in Remote Sensing: A Review of Applications and Future Directions22
Unmanned Aerial Vehicle-Based Photogrammetric 3D Mapping: A survey of techniques, applications, and challenges22
2020 IEEE GRSS Data Fusion Contest: Global Land Cover Mapping With Weak Supervision [Technical Committees]21
ERA: A Data Set and Deep Learning Benchmark for Event Recognition in Aerial Videos [Software and Data Sets]21
A Review of Satellite Synthetic Aperture Radar Interferometry Applications in Permafrost Regions: Current status, challenges, and trends20
Toward Fine Surveillance: A review of multitemporal interferometric synthetic aperture radar for infrastructure health monitoring18
Along-Track Interferometric SAR Systems for Ground-Moving Target Indication: Achievements, Potentials, and Outlook18
Remote Sensing Data Fusion With Generative Adversarial Networks: State-of-the-art methods and future research directions18
Unmanned Aerial Vehicle-Based Ground-Penetrating Radar Systems: A review18
Gas Flaring: A Review Focused On Its Analysis From Space18
Tensor Decompositions for Hyperspectral Data Processing in Remote Sensing: A comprehensive review16
Digital Beamforming for Spaceborne Reflector-Based Synthetic Aperture Radar, Part 1: Basic imaging modes15
Active Learning for Hyperspectral Image Classification: A comparative review15
A Special Issue on Synthetic Aperture Radar Interferometry [From the Guest Editors]15
The CCSDS 123.0-B-2 “Low-Complexity Lossless and Near-Lossless Multispectral and Hyperspectral Image Compression” Standard: A comprehensive review15
Coupling Model- and Data-Driven Methods for Remote Sensing Image Restoration and Fusion: Improving physical interpretability12
2021 Data Fusion Contest: Geospatial Artificial Intelligence for Social Good [Technical Committees]12
Explainable, Physics-Aware, Trustworthy Artificial Intelligence: A paradigm shift for synthetic aperture radar12
Classification of Remote Sensing Data With Morphological Attribute Profiles: A decade of advances12
Paradigm Changes in Surface-Motion Estimation From SAR: Lessons From 16 Years of Sino-European Cooperation in the Dragon Program11
Close-Range Remote Sensing of Forests: The state of the art, challenges, and opportunities for systems and data acquisitions11
Polarimetric SAR Interferometry: A Tutorial for Analyzing System Parameters11
Interferometric SAR for Wetland Hydrology: An Overview of Methods, Challenges, and Trends11
The Legacy of Scatterometers: Review of applications and perspective11
Oil and Gas Mining Deformation Monitoring and Assessments of Disaster: Using Interferometric Synthetic Aperture Radar Technology11
The Potential of Spaceborne GNSS Reflectometry for Soil Moisture, Biomass, and Freeze–Thaw Monitoring: Summary of a European Space Agency-funded study11
Deep Learning-Based Object Tracking in Satellite Videos: A comprehensive survey with a new dataset10
Forward-Looking Ground-Penetrating Radar: Subsurface target imaging and detection: A review10
Deep Learning for Downscaling Remote Sensing Images: Fusion and super-resolution10
Synthetic Aperture Radar Image Statistical Modeling: Part Two-Spatial Correlation Models and Simulation10
The 2022 IEEE GRSS Data Fusion Contest: Semisupervised Learning [Technical Committees]10
Earth Observation and Artificial Intelligence: Understanding emerging ethical issues and opportunities9
Target Classification and Recognition for High-Resolution Remote Sensing Images: Using the Parallel Cross-Model Neural Cognitive Computing Algorithm8
2023 IEEE GRSS Data Fusion Contest: Large-Scale Fine-Grained Building Classification for Semantic Urban Reconstruction [Technical Committees]8
Keypoint-Based Local Descriptors for Target Recognition in SAR Images: A Comparative Analysis8
The Earth-Observing Satellite Constellation: A review from a meteorological perspective of a complex, interconnected global system with extensive applications7
Satellite Remote Sensing Data for Decision Support in Emerging Agricultural Economies: How Satellite Data Can Transform Agricultural Decision Making [Perspectives]7
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