IEEE Geoscience and Remote Sensing Magazine

Papers
(The TQCC of IEEE Geoscience and Remote Sensing Magazine is 6. 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 2020-07-01 to 2024-07-01.)
ArticleCitations
Feature Extraction for Hyperspectral Imagery: The Evolution From Shallow to Deep: Overview and Toolbox396
Linking Points With Labels in 3D: A Review of Point Cloud Semantic Segmentation235
Artificial Intelligence for Remote Sensing Data Analysis: A review of challenges and opportunities195
A New Benchmark Based on Recent Advances in Multispectral Pansharpening: Revisiting Pansharpening With Classical and Emerging Pansharpening Methods185
Interpretable Hyperspectral Artificial Intelligence: When nonconvex modeling meets hyperspectral remote sensing168
Deep Learning Meets SAR: Concepts, models, pitfalls, and perspectives165
High-Throughput Estimation of Crop Traits: A Review of Ground and Aerial Phenotyping Platforms149
Hyperspectral Anomaly Detection: A survey131
Low-Rank and Sparse Representation for Hyperspectral Image Processing: A review121
Deep Learning for Unmanned Aerial Vehicle-Based Object Detection and Tracking: A survey118
Spectral Variability in Hyperspectral Data Unmixing: A comprehensive review113
Land Cover Change Detection Techniques: Very-high-resolution optical images: A review106
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directions102
A Large-Scale Benchmark Data Set for Evaluating Pansharpening Performance: Overview and Implementation101
Motion Compensation/Autofocus in Airborne Synthetic Aperture Radar: A Review91
Single-Frame Infrared Small-Target Detection: A survey90
Sparse Synthetic Aperture Radar Imaging From Compressed Sensing and Machine Learning: Theories, applications, and trends81
BigEarthNet-MM: A Large-Scale, Multimodal, Multilabel Benchmark Archive for Remote Sensing Image Classification and Retrieval [Software and Data Sets]77
So2Sat LCZ42: A Benchmark Data Set for the Classification of Global Local Climate Zones [Software and Data Sets]77
OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing75
Spatially Continuous and High-Resolution Land Surface Temperature Product Generation: A review of reconstruction and spatiotemporal fusion techniques73
Self-Supervised Learning in Remote Sensing: A review73
Machine Learning in Pansharpening: A benchmark, from shallow to deep networks71
Lidar Boosts 3D Ecological Observations and Modelings: A Review and Perspective67
Image Restoration for Remote Sensing: Overview and toolbox56
Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current approaches, open challenges, and future opportunities56
Artificial Intelligence In Interferometric Synthetic Aperture Radar Phase Unwrapping: A Review56
Advances and Opportunities in Remote Sensing Image Geometric Registration: A systematic review of state-of-the-art approaches and future research directions53
Correlation Filters for Unmanned Aerial Vehicle-Based Aerial Tracking: A Review and Experimental Evaluation52
Hyperspectral Image Clustering: Current achievements and future lines50
Synthetic Aperture Radar Image Statistical Modeling: Part One-Single-Pixel Statistical Models42
Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And Perspectives41
Methods for Small, Weak Object Detection in Optical High-Resolution Remote Sensing Images: A survey of advances and challenges39
Toward a Collective Agenda on AI for Earth Science Data Analysis39
Spaceborne Synthetic Aperture Radar Imaging Algorithms: An overview35
Contactless Ground Penetrating Radar Imaging: State of the art, challenges, and microwave tomography-based data processing34
Full-Resolution Quality Assessment of Pansharpening: Theoretical and hands-on approaches34
Unmanned Aerial Vehicle-Based Photogrammetric 3D Mapping: A survey of techniques, applications, and challenges32
Tensor Decompositions for Hyperspectral Data Processing in Remote Sensing: A comprehensive review30
Remote Sensing Data Fusion With Generative Adversarial Networks: State-of-the-art methods and future research directions28
A Review of Unsupervised Band Selection Techniques: Land Cover Classification for Hyperspectral Earth Observation Data28
Optical Remote Sensing Image Understanding With Weak Supervision: Concepts, methods, and perspectives28
A Review of Satellite Synthetic Aperture Radar Interferometry Applications in Permafrost Regions: Current status, challenges, and trends27
Close-Range Remote Sensing of Forests: The state of the art, challenges, and opportunities for systems and data acquisitions26
Unmanned Aerial Vehicle-Based Ground-Penetrating Radar Systems: A review26
ERA: A Data Set and Deep Learning Benchmark for Event Recognition in Aerial Videos [Software and Data Sets]25
Crowdsourcing in Remote Sensing: A Review of Applications and Future Directions25
Gas Flaring: A Review Focused On Its Analysis From Space23
Toward Fine Surveillance: A review of multitemporal interferometric synthetic aperture radar for infrastructure health monitoring22
Active Learning for Hyperspectral Image Classification: A comparative review22
Explainable, Physics-Aware, Trustworthy Artificial Intelligence: A paradigm shift for synthetic aperture radar21
Deep Learning for Downscaling Remote Sensing Images: Fusion and super-resolution20
Coupling Model- and Data-Driven Methods for Remote Sensing Image Restoration and Fusion: Improving physical interpretability20
Deep Learning-Based Object Tracking in Satellite Videos: A comprehensive survey with a new dataset20
The CCSDS 123.0-B-2 “Low-Complexity Lossless and Near-Lossless Multispectral and Hyperspectral Image Compression” Standard: A comprehensive review19
AI Security for Geoscience and Remote Sensing: Challenges and future trends18
The Potential of Spaceborne GNSS Reflectometry for Soil Moisture, Biomass, and Freeze–Thaw Monitoring: Summary of a European Space Agency-funded study17
Onboard Information Fusion for Multisatellite Collaborative Observation: Summary, challenges, and perspectives16
Forward-Looking Ground-Penetrating Radar: Subsurface target imaging and detection: A review16
The Legacy of Scatterometers: Review of applications and perspective15
Digital Beamforming for Spaceborne Reflector-Based Synthetic Aperture Radar, Part 1: Basic imaging modes15
Classification of Remote Sensing Data With Morphological Attribute Profiles: A decade of advances13
Earth Observation and Artificial Intelligence: Understanding emerging ethical issues and opportunities13
Satellite Remote Sensing Data for Decision Support in Emerging Agricultural Economies: How Satellite Data Can Transform Agricultural Decision Making [Perspectives]12
2021 Data Fusion Contest: Geospatial Artificial Intelligence for Social Good [Technical Committees]12
The 2022 IEEE GRSS Data Fusion Contest: Semisupervised Learning [Technical Committees]12
Synthetic Aperture Radar Image Statistical Modeling: Part Two-Spatial Correlation Models and Simulation12
2023 IEEE GRSS Data Fusion Contest: Large-Scale Fine-Grained Building Classification for Semantic Urban Reconstruction [Technical Committees]11
Unmanned Aerial Vehicle Remote Sensing for Antarctic Research: A review of progress, current applications, and future use cases11
Taking Artificial Intelligence Into Space Through Objective Selection of Hyperspectral Earth Observation Applications: To bring the “brain” close to the “eyes” of satellite missions11
The Earth-Observing Satellite Constellation: A review from a meteorological perspective of a complex, interconnected global system with extensive applications10
Integrating Remote Sensing and Machine Learning for Regional-Scale Habitat Mapping: Advances and future challenges for desert locust monitoring9
Target Classification and Recognition for High-Resolution Remote Sensing Images: Using the Parallel Cross-Model Neural Cognitive Computing Algorithm8
Keypoint-Based Local Descriptors for Target Recognition in SAR Images: A Comparative Analysis8
FSSCat: The Federated Satellite Systems 3Cat Mission: Demonstrating the capabilities of CubeSats to monitor essential climate variables of the water cycle [Instruments and Missions]8
Wireless Sensor Networks Applied to Precision Agriculture: A worldwide literature review with emphasis on Latin America8
Geoinformation Harvesting From Social Media Data: A community remote sensing approach8
Interferometric Synthetic Aperture Radar Statistical Inference in Deformation Measurement and Geophysical Inversion: A review7
Phase Synchronization Techniques for Bistatic and Multistatic Synthetic Aperture Radar: Accounting for frequency offset7
Remote Sensing for Subsurface and Deeper Oceans: An overview and a future outlook7
SSL4EO-S12: A large-scale multimodal, multitemporal dataset for self-supervised learning in Earth observation [Software and Data Sets]7
Remote Sensing Object Detection Meets Deep Learning: A metareview of challenges and advances6
Report on the 2020 IEEE GRSS Data Fusion Contest-Global Land Cover Mapping With Weak Supervision [Technical Committees]6
Compact Polarimetric Synthetic Aperture Radar for Target Detection: A review6
High-Resolution Surveying With Small-Loop Frequency Domain Electromagnetic Systems: Efficient Survey Design and Adaptive Processing6
DeepBlue: Advanced convolutional neural network applications for ocean remote sensing6
Synthetic Aperture Radar Interferometry: Utilizing Radar Principles6
The China ZY3-03 Mission: Surveying and Mapping Technology for High-Resolution Remote Sensing Satellites6
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