IEEE Geoscience and Remote Sensing Magazine

Article	Citations
Report on the 2021 IEEE GRSS Data Fusion Contest—Geospatial Artificial Intelligence for Social Good [Technical Committees]	421
IEEE Membership	245
A Summer School Session on Mastering Geospatial Artificial Intelligence: From Data Production to Artificial Intelligence Foundation Model Development and Downstream Applications [Technical Committees]	229
GeoPix: A multimodal large language model for pixel-level image understanding in remote sensing	218
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directions	193
Table of Contents	191
IEEE App	182
Table of Contents	175
IEEE Access	172
IEEE Proceedings	155
Welcome to the September 2022 Issue of IEEE Geoscience and Remote Sensing Magazine! [From the Guest Editors]	147
Issues and Special Issues [From the Editor]	143
IEEE Feedback	130
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification: A review	121
Self-Supervised Learning in Remote Sensing: A review	108
2022 Earth Observation and Sustainable Development Goals Contest Winners [Technical Committees]	106
IEEE Proceedings	101
Sparse Synthetic Aperture Radar Imaging From Compressed Sensing and Machine Learning: Theories, applications, and trends	82
Staff List	76
IEEE App	75
Activities of the University of Southern California IEEE GRSS–AP-S–SSCS Joint Student Chapter: Winner of the 2023 Student Chapter Excellence Award [Chapters]	72
From Orbit to Ground: A comprehensive review of multimodal self-supervised learning for remote sensing	71
Deep Learning in Remote Sensing Image Fusion: Methods, protocols, data, and future perspectives	71
2021 IEEE GRSS Turkey Chapter Activities [Chapters]	70
Table of Contents	69

Gaussianizing the Earth: Multidimensional information measures for Earth data analysis	65
The IEEE GRSS IDEA Committee: Championing Diversity in Adversity [Women in GRSS]	59
Down to Earth Podcast With Stephanie Tumampos: Reflections on the First Season of the Series [Women in GRSS]	59
Open Source Data Programs From Low-Earth Orbit Synthetic Aperture Radar Companies: Questions and answers [Industry Profiles and Activities]	55
2024 IEEE GRSS Data Fusion Contest: Rapid Flood Mapping [Technical Committees]	54
IGARSS 2024 Tutorial Program: Educational and Social Impacts [Education in Remote Sensing]	54
Unmanned Aerial Vehicle-Based Photogrammetric 3D Mapping: A survey of techniques, applications, and challenges	52
Contactless Ground Penetrating Radar Imaging: State of the art, challenges, and microwave tomography-based data processing	52
Low-Rank and Sparse Representation for Hyperspectral Image Processing: A review	50
Digital Beamforming for Spaceborne Reflector-Based Synthetic Aperture Radar, Part 1: Basic imaging modes	48
Machine Learning in Pansharpening: A benchmark, from shallow to deep networks	46
Opening the Black Box: A systematic review on explainable artificial intelligence in remote sensing	43
MapInWild: A remote sensing dataset to address the question of what makes nature wild [Software and Data Sets]	42
To Travel or Not to Travel: The Hybrid Conference Era [President’s Message]	40
Radio-Frequency Interference to Spaceborne Synthetic Aperture Radar Systems: Overview and Approaches to Its Management [Technical Committees]	40
Staff List	39
Front Cover	39
Interferometric Phase Linking: Algorithm, application, and perspective	38
Deriving Ocean Surface Currents: A method using Geostationary Ocean Color Imager hourly data	37
Decennial Geomorphic Transport From Archived Time Series Digital Elevation Models: A cookbook for tropical and alpine environments	36
Land Cover Change Detection Techniques: Very-high-resolution optical images: A review	35
SBG Systems	33
IEEE Tech RXIV: Share Your Preprint Research with the world!	32
IEEE App	30
Front Cover	29
Awards Presented at the IGARSS 2022 Banquet [Conference Reports]	28
A Special Issue on Data Fusion Techniques for Oceanic Target Interpretation [From the Guest Editors]	27
Monitoring Results of the SAOCOM-1 Constellation: A mission overview and summary of results	27
Radar Imaging With India’s Earth Observation Satellite-04: Earth resource monitoring using C-band synthetic aperture radar system	25
UNet-Like Remote Sensing Change Detection: A review of current models and research directions	24
Transfer Learning in Earth Observation Data Analysis: A review	24
Satellite Image Synthesis From Street View With Fine-Grained Spatial Textual Guidance: A novel framework	23
ODinMJ: A red, green, blue-thermal dataset for mountain jungle object detection	23
A Review and a Perspective of Deep Active Learning for Remote Sensing Image Analysis: Enhanced adaptation to user conjecture	22
The Women in Engineering International Leadership Conference [Women in GRSS]	22
Staff List	21
Letter From the President [President’s Message]	20
The Microwave Monitoring of Water With Applications (MAMI WATA) MIRS Workshop: A Brief Report [Conference Reports]	19
Full-Resolution Quality Assessment of Pansharpening: Theoretical and hands-on approaches	18
Progress and Perspectives of Crop Yield Forecasting With Remote Sensing: A review	18
Optimizing Collaborative Space–Air–Ground Earth Observation: A decision-making perspective	17
The Synergy Between Remote Sensing and Social Sensing in Urban Studies: Review and perspectives	17
Remote Sensing Techniques for Detecting Internal Solitary Waves: A comprehensive review and prospects	16
TanDEM-X: The 4D Mission Phase for Earth Surface Dynamics: Science activities highlights and new data products after 15 years of bistatic operations	16
Front cover	15
Staff List	15
Front Cover	15
IEEE Feedback	15
Table of Contents	15
IEEE App	14

Optical and Synthetic Aperture Radar Image Fusion for Ship Detection and Recognition: Current state, challenges, and future prospects	13
Front Cover	13
Reinforcing Our Commitment: Why DEI Matters for the IEEE GRSS [Technical Committees]	12
Wireless Sensor Networks Applied to Precision Agriculture: A worldwide literature review with emphasis on Latin America	12
IEEE Access	12
Masthead	11
TechRxiv: Share Your Preprint Research With the World!	11
Remote Sensing Data Fusion With Generative Adversarial Networks: State-of-the-art methods and future research directions	11
The New Working Groups of the GRSS Technical Committee on Image Analysis and Data Fusion [Technical Committees]	11
TechRxiv: Share Your Preprint Research With the World!	10
Table of Contents	10
Table of Contents	10
IEEE Access	10
More Than Just a Journal [Editor’s Corner]	9
High Performance and Disruptive Computing in Remote Sensing: The Third Edition of the School Organized by the HDCRS Working Group of the GRSS Earth Science Informatics Technical Committee [Technical C	9
Foundation Models for Remote Sensing and Earth Observation: A survey	8
An Integration of Natural Language and Hyperspectral Imaging: A review	8
Front Cover	8
How Big Data Can Help to Monitor the Environment and to Mitigate Risks due to Climate Change: A review	7
Claude Does Permanent Scatterer Interferometric Synthetic Aperture Radar: A tutorial for the use of large language models in replication studies	7
A Review of Satellite Synthetic Aperture Radar Interferometry Applications in Permafrost Regions: Current status, challenges, and trends	7
Letter From the President [President’s Message]	7
Remotely Piloted Aircraft Systems to Identify Pests and Diseases in Forest Species: The global state of the art and future challenges	6
Table of Contents	6
Table of Contents	6
IEEE Proceedings	6
Vision-Language Modeling Meets Remote Sensing: Models, datasets, and perspectives	6
IEEE MGA	6
Coupling Model- and Data-Driven Methods for Remote Sensing Image Restoration and Fusion: Improving physical interpretability	5
TechRxiv: Share Your Preprint Research With the World!	5
2023 IEEE GRSS Data Fusion Contest: Large-Scale Fine-Grained Building Classification for Semantic Urban Reconstruction [Technical Committees]	5
CaBuAr: California burned areas dataset for delineation [Software and Data Sets]	5
GRSS Accomplishments in 2021: Success and Unexpected Turns [President’s Message]	5
IEEE Tech Rxiv:Share Your Preprint Research with the World!	4
Spatiotemporal Big Data Empower Community Modeling, Monitoring, Evaluation, and Optimization for Sustainable Community Development: A review of challenges and opportunities	4
The Second International Soil Moisture School [Conference Reports]	4
Spectral Variability in Hyperspectral Data Unmixing: A comprehensive review	4
GRSS Awards Presented at the IGARSS 2024 Banquet [Conference Reports]	4
Airborne Lidar Data Artifacts: What we know thus far	3
SSL4EO-S12: A large-scale multimodal, multitemporal dataset for self-supervised learning in Earth observation [Software and Data Sets]	3
IEEE Feedback	3
Airborne Sounding Radar for Desert Subsurface Exploration of Aquifers: Desert-SEA: Mission concept study [Space Agencies]	3
A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, strategies, and challenges	3
BigEarthNet-MM: A Large-Scale, Multimodal, Multilabel Benchmark Archive for Remote Sensing Image Classification and Retrieval [Software and Data Sets]	3
Why Does GRSM Require the Submission of White Papers? [From the Editor]	3
IEEE Access	3
Evolutionary Developments of Today’s Remote Sensing Radar Technology—Right From the Telemobiloscope: A review	3
IEEE Collabratec	3
International Conference on Machine Intelligence for GeoAnalytics and Remote Sensing 2023: A Brief Report [Conference Reports]	3
An Overview of Polarized Synthetic Aperture Radar Ship Detection: From traditional methods to artificial intelligence	3
The IEEE Geoscience and Remote Sensing Society “Open PocketQube Kit”: An affordable open source approach to Earth observation missions [Education in Remote Sensing]	2
The Instrumentation and Future Technology Technical Committee’s Second “Summer School”: Auckland, New Zealand [Technical Committees]	2
Staff list	2
P4005 Standards and Protocols for Soil Spectroscopy in Laboratory and Field Conditions [Technical Committees]	2
FedRSCLIP: Federated learning for remote sensing scene classification using vision-language models	2
Distributed Spaceborne SAR: A review of systems, applications, and the road ahead	2
IEEE Geoscience and Remote Sensing Magazine - Call for Papers	2
Deep Learning for Downscaling Remote Sensing Images: Fusion and super-resolution	1
Vision Foundation Models in Remote Sensing: A survey	1
Taking Artificial Intelligence Into Space Through Objective Selection of Hyperspectral Earth Observation Applications: To bring the “brain” close to the “eyes” of satellite missions	1
IEEE Feedback	1
Phase Synchronization Techniques for Bistatic and Multistatic Synthetic Aperture Radar: Accounting for frequency offset	1
A Review of Technical Aspects and Challenges in Opportunistic Rainfall Estimation Using Satellite and Terrestrial Microwave Links: How wireless infrastructure can be used for rainfall monitoring	1
Highlighting IGARSS 2024 [From The Editor]	1
Welcome to the March Issue [From the Editor]	1
The Orbital X-Band Real-Aperture Side-Looking Radar of Cosmos-1500: A Ukrainian IEEE Milestone candidate	1
The Birth of the IEEE Geoscience and Remote Sensing Society in Cameroon: The Quest for a Chapter [Chapters]	1
Spaceborne Synthetic Aperture Radar Imaging Algorithms: An overview	1
IEEE App	1
The 2024 IEEE GRSS China Student Chapter Meeting [Chapters]	1
A Glimpse at the Women Mentoring Women Program From a Mentor/Mentee Perspective [Conference Reports]	1
Classification of Remote Sensing Data With Morphological Attribute Profiles: A decade of advances	1
Masthead	1
State of the Art: High-Performance and High-Throughput Computing for Remote Sensing Big Data	0
The Earth-Observing Satellite Constellation: A review from a meteorological perspective of a complex, interconnected global system with extensive applications	0
Geoinformation Harvesting From Social Media Data: A community remote sensing approach	0
Front Cover	0
Front cover	0
The AIDE Toolbox: Artificial intelligence for disentangling extreme events [Software and Data Sets]	0
Computer Processing of Remotely-Sensed Images [Book Reviews]	0

Activities of the GRSS Universidad Distrital Francisco José de Caldas Colombia Student Chapter [Chapters]	0
Deep Learning-Based Object Tracking in Satellite Videos: A comprehensive survey with a new dataset	0
Focusing on IGARSS and Global Activities [President’s Message]	0
IEEE Foundation	0
The 2024 IEEE GRSS China Chapter Chairs Meeting and Lectures [Chapters]	0
IEEE Foundation	0
EarthNets: Empowering artificial intelligence for Earth observation	0
IEEE Moving	0
Erratum	0
Strengthening Connections Within GRSS [President’s Message]	0
Remote Sensing of Tropical Cyclones by Spaceborne Synthetic Aperture Radar: Past, present, and future	0
Urban Flood Mapping Using Satellite Synthetic Aperture Radar Data: A review of characteristics, approaches, and datasets	0
IEEE GRSS Mato Grosso do Sul (Brazil) Student Branch Chapter: 2020 Activities [Chapters]	0
Deep Learning Meets Object-Based Image Analysis: Tasks, challenges, strategies, and perspectives	0
Front cover	0
IEEE App	0
Lightweight and Compact Radiometers for Soil Moisture Measurement: A review	0
Integrating Remote Sensing and Machine Learning for Regional-Scale Habitat Mapping: Advances and future challenges for desert locust monitoring	0
Generative Artificial Intelligence and Remote Sensing: A perspective on the past and the future [Perspectives]	0
GRSS Community Engagement [President’s Message]	0
Analysis-Ready Data and FAIR-AI—Standardization of Research Collaboration and Transparency Across Earth-Observation Communities [Technical Committees]	0
Remote Sensing Object Detection Meets Deep Learning: A metareview of challenges and advances	0
Advances in Methodology and Generation of All-Weather Land Surface Temperature Products From Polar-Orbiting and Geostationary Satellites: A comprehensive review	0
IEEE Access	0
Interferometric Synthetic Aperture Radar Statistical Inference in Deformation Measurement and Geophysical Inversion: A review	0
Advances and Opportunities in Remote Sensing Image Geometric Registration: A systematic review of state-of-the-art approaches and future research directions	0
Estimation of Surface-Level NO2 Using Satellite Remote Sensing and Machine Learning: A review	0
Why Does the GRSS Need a Magazine? [From the Editor]	0
IEEE App	0
Compact Polarimetric Synthetic Aperture Radar for Target Detection: A review	0
IEEE Feedback	0
IEEE Access	0
IGARSS 2022 in Kuala Lumpur, Malaysia: Preserving Our Heritage, Enabling Our Future Through Remote Sensing [Conference Reports]	0
Microwave Photonic Synthetic Aperture Radar: Systems, experiments, and imaging processing	0
Call for Papers Special issue on “The year of SAR”	0
DeepBlue: Advanced convolutional neural network applications for ocean remote sensing	0
Staff list	0
Earth Observation and Artificial Intelligence: Understanding emerging ethical issues and opportunities	0
A Review of Individual Tree Crown Detection and Delineation From Optical Remote Sensing Images: Current progress and future	0
IEEE Conversation	0
Staff List	0
Text2Earth: Unlocking text-driven remote sensing image generation with a global-scale dataset and a foundation model	0
Toward Fine Surveillance: A review of multitemporal interferometric synthetic aperture radar for infrastructure health monitoring	0
Tech RXIV: Share Your Preprint Research with the World!	0
Gail Skofronick-Jackson (1963–2021) [In Memoriam]	0
December 2024 Issue [President’s Message]	0
Introducing the December Issue [From the Editor]	0
Report on the IEEE GRSS Workshop on Remote Sensing Data Management Technologies in Geoscience 2022 [Technical Committees]	0
Evaluating Language Biases in Remote Sensing Visual Question Answering: The role of spatial attributes, language diversity, and the need for clearer evaluation	0
Making Satellite Data Mainstream: Gaps, challenges, and opportunities for remote sensing experts [Industry Profiles and Activities]	0
IEEE Access	0
Invertible Physics-Based Hyperspectral Signature Models: A review	0
IEEE Foundation	0
TechRxiv: Share Your Preprint Research With the World!	0
Image Restoration for Remote Sensing: Overview and toolbox	0
Staff list	0
SBG Systems	0
The High-Resolution Synthetic Aperture Radar System and Signal Processing Techniques: Current progress and future prospects [Review Papers]	0
Methods for Small, Weak Object Detection in Optical High-Resolution Remote Sensing Images: A survey of advances and challenges	0
Polarimetric Roll-Invariant Features and Applications for Polarimetric Synthetic Aperture Radar Ship Detection: A comprehensive summary and investigation	0
Ionospheric Error Correction Methods for InSAR Measurements: A systematic review	0
Deep Learning Meets SAR: Concepts, models, pitfalls, and perspectives	0
Real-Time Semantic Segmentation: A brief survey and comparative study in remote sensing	0
Tech RXIV: Share Your Preprint Research With the World!	0
Call for Papers: IEEE Geoscience and remote sensing magazine	0
Interferometric Synthetic Aperture Radar Multitemporal Deformation Monitoring: A review of machine learning techniques	0
Open-World Recognition in Remote Sensing: Concepts, challenges, and opportunities	0
Table of Contents	0
Better, Not Just More: Data-centric machine learning for Earth observation	0
Masthead	0
IEEE Proceedings	0
Lossy Neural Compression for Geospatial Analytics: A review	0
IEEE Access	0
Vision-Language Models in Remote Sensing: Current progress and future trends	0
Computer Vision for Earth Observation—The First IEEE GRSS Image Analysis and Data Fusion School [Technical Committees]	0
Reimagining the Surface Water and Ocean Topography Mission as the “Landsat” of Surface Water [Perspective]	0
Transionospheric Synthetic Aperture Radar Observation: A comprehensive review	0
IEEE Connecting	0
The Third China International Synthetic Aperture Radar Symposium [Conference Reports]	0
Preparation for Success in 2022 [President’s Message]	0
IEEE Foundation	0
Artificial Intelligence to Advance Earth Observation: A review of models, recent trends, and pathways forward	0
Table of Contents	0
High-Performance and Disruptive Computing in Remote Sensing: HDCRS—A new Working Group of the GRSS Earth Science Informatics Technical Committee [Technical Committees]	0
When Geoscience Meets Foundation Models: Toward a general geoscience artificial intelligence system	0
Beyond Grid Data: Exploring graph neural networks for Earth observation	0
Wind and Sea State Signatures in Wind Scatterometry: An analysis	0
IEEE Proceedings	0
Letter From the President [President’s Message]	0
InGARSS 2023 in Bangalore: Striking a Balance [Conference Reports]	0
Deep Learning for Satellite Image Time-Series Analysis: A review	0
Activities of the IEEE GRSS University of Chinese Academy of Sciences Student Branch Chapter [Chapters]	0
Facilitating the Golden Age of Synthetic Aperture Radar: New tools, services, and training to make synthetic aperture radar data more accessible	0
The CCSDS 123.0-B-2 “Low-Complexity Lossless and Near-Lossless Multispectral and Hyperspectral Image Compression” Standard: A comprehensive review	0
Introducing the June Issue [From the Editor]	0