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]	435
IEEE Membership	255
GeoPix: A multimodal large language model for pixel-level image understanding in remote sensing	238
“The Year of SAR” Special Issue Overview [From the Guest Editor]	228
A Summer School Session on Mastering Geospatial Artificial Intelligence: From Data Production to Artificial Intelligence Foundation Model Development and Downstream Applications [Technical Committees]	204
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directions	196
Table of Contents	188
Table of Contents	181
IEEE App	181
IEEE Access	162
IEEE Proceedings	157
Self-Supervised Learning in Remote Sensing: A review	149
Welcome to the September 2022 Issue of IEEE Geoscience and Remote Sensing Magazine! [From the Guest Editors]	133
Issues and Special Issues [From the Editor]	125
IEEE Feedback	111
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification: A review	109
Front Cover	102
IEEE App	83
IEEE Tech Rxiv	81
2022 Earth Observation and Sustainable Development Goals Contest Winners [Technical Committees]	78
IEEE Proceedings	77
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]	74
Deep Learning in Remote Sensing Image Fusion: Methods, protocols, data, and future perspectives	73

From Orbit to Ground: A comprehensive review of multimodal self-supervised learning for remote sensing	66
Sparse Synthetic Aperture Radar Imaging From Compressed Sensing and Machine Learning: Theories, applications, and trends	65
2021 IEEE GRSS Turkey Chapter Activities [Chapters]	61
Table of Contents	59
Gaussianizing the Earth: Multidimensional information measures for Earth data analysis	56
Down to Earth Podcast With Stephanie Tumampos: Reflections on the First Season of the Series [Women in GRSS]	55
The IEEE GRSS IDEA Committee: Championing Diversity in Adversity [Women in GRSS]	54
Open Source Data Programs From Low-Earth Orbit Synthetic Aperture Radar Companies: Questions and answers [Industry Profiles and Activities]	54
IGARSS 2024 Tutorial Program: Educational and Social Impacts [Education in Remote Sensing]	51
Unmanned Aerial Vehicle-Based Photogrammetric 3D Mapping: A survey of techniques, applications, and challenges	50
Contactless Ground Penetrating Radar Imaging: State of the art, challenges, and microwave tomography-based data processing	50
Digital Beamforming for Spaceborne Reflector-Based Synthetic Aperture Radar, Part 1: Basic imaging modes	49
2024 IEEE GRSS Data Fusion Contest: Rapid Flood Mapping [Technical Committees]	43
Opening the Black Box: A systematic review on explainable artificial intelligence in remote sensing	42
Machine Learning in Pansharpening: A benchmark, from shallow to deep networks	42
Low-Rank and Sparse Representation for Hyperspectral Image Processing: A review	42
To Travel or Not to Travel: The Hybrid Conference Era [President’s Message]	41
Front Cover	39
Staff List	39
MapInWild: A remote sensing dataset to address the question of what makes nature wild [Software and Data Sets]	37
Deriving Ocean Surface Currents: A method using Geostationary Ocean Color Imager hourly data	36
Decennial Geomorphic Transport From Archived Time Series Digital Elevation Models: A cookbook for tropical and alpine environments	33
Land Cover Change Detection Techniques: Very-high-resolution optical images: A review	33
Radio-Frequency Interference to Spaceborne Synthetic Aperture Radar Systems: Overview and Approaches to Its Management [Technical Committees]	33
Interferometric Phase Linking: Algorithm, application, and perspective	30
SBG Systems	30
IEEE Tech RXIV: Share Your Preprint Research with the world!	28
IEEE App	27
Front Cover	27
Awards Presented at the IGARSS 2022 Banquet [Conference Reports]	26
ODinMJ: A red, green, blue-thermal dataset for mountain jungle object detection	26
Transfer Learning in Earth Observation Data Analysis: A review	25
A Special Issue on Data Fusion Techniques for Oceanic Target Interpretation [From the Guest Editors]	25
Satellite Image Synthesis From Street View With Fine-Grained Spatial Textual Guidance: A novel framework	23
Monitoring Results of the SAOCOM-1 Constellation: A mission overview and summary of results	23
Radar Imaging With India’s Earth Observation Satellite-04: Earth resource monitoring using C-band synthetic aperture radar system	22
The Women in Engineering International Leadership Conference [Women in GRSS]	21
UNet-Like Remote Sensing Change Detection: A review of current models and research directions	21
A Review and a Perspective of Deep Active Learning for Remote Sensing Image Analysis: Enhanced adaptation to user conjecture	20
Staff List	20
Letter From the President [President’s Message]	19
The Microwave Monitoring of Water With Applications (MAMI WATA) MIRS Workshop: A Brief Report [Conference Reports]	18
Optimizing Collaborative Space–Air–Ground Earth Observation: A decision-making perspective	18
Remote Sensing Techniques for Detecting Internal Solitary Waves: A comprehensive review and prospects	17
Progress and Perspectives of Crop Yield Forecasting With Remote Sensing: A review	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
Table of Contents	16
Full-Resolution Quality Assessment of Pansharpening: Theoretical and hands-on approaches	16
Front Cover	15
Table of Contents	15

Front cover	15
The Synergy Between Remote Sensing and Social Sensing in Urban Studies: Review and perspectives	15
Staff List	14
IEEE Feedback	14
IEEE App	13
Front Cover	13
IEEE Access	13
Optical and Synthetic Aperture Radar Image Fusion for Ship Detection and Recognition: Current state, challenges, and future prospects	12
The NASA-ISRO SAR Mission: A summary	12
Wireless Sensor Networks Applied to Precision Agriculture: A worldwide literature review with emphasis on Latin America	11
Reinforcing Our Commitment: Why DEI Matters for the IEEE GRSS [Technical Committees]	11
Remote Sensing Data Fusion With Generative Adversarial Networks: State-of-the-art methods and future research directions	10
Masthead	10
The New Working Groups of the GRSS Technical Committee on Image Analysis and Data Fusion [Technical Committees]	10
TechRxiv: Share Your Preprint Research With the World!	10
IEEE Access	9
TechRxiv: Share Your Preprint Research With the World!	9
Table of Contents	9
Front Cover	8
Table of Contents	8
More Than Just a Journal [Editor’s Corner]	8
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	8
How Big Data Can Help to Monitor the Environment and to Mitigate Risks due to Climate Change: A review	7
Letter From the President [President’s Message]	7
An Integration of Natural Language and Hyperspectral Imaging: A review	7
Foundation Models for Remote Sensing and Earth Observation: A survey	7
IEEE Proceedings	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
Table of Contents	7
Table of Contents	6
IEEE MGA	6
CaBuAr: California burned areas dataset for delineation [Software and Data Sets]	5
Vision-Language Modeling Meets Remote Sensing: Models, datasets, and perspectives	5
2023 IEEE GRSS Data Fusion Contest: Large-Scale Fine-Grained Building Classification for Semantic Urban Reconstruction [Technical Committees]	5
Remotely Piloted Aircraft Systems to Identify Pests and Diseases in Forest Species: The global state of the art and future challenges	5
TechRxiv: Share Your Preprint Research With the World!	5
Coupling Model- and Data-Driven Methods for Remote Sensing Image Restoration and Fusion: Improving physical interpretability	5
GRSS Accomplishments in 2021: Success and Unexpected Turns [President’s Message]	5
GRSS Awards Presented at the IGARSS 2024 Banquet [Conference Reports]	4
A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, strategies, and challenges	4
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
Airborne Lidar Data Artifacts: What we know thus far	4
The Second International Soil Moisture School [Conference Reports]	4
Evolutionary Developments of Today’s Remote Sensing Radar Technology—Right From the Telemobiloscope: A review	4
IEEE Connect	4
IEEE Feedback	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
Spectral Variability in Hyperspectral Data Unmixing: A comprehensive review	3
IEEE Collabratec	3
SSL4EO-S12: A large-scale multimodal, multitemporal dataset for self-supervised learning in Earth observation [Software and Data Sets]	3
IEEE Access	2
An Overview of Polarized Synthetic Aperture Radar Ship Detection: From traditional methods to artificial intelligence	2
International Conference on Machine Intelligence for GeoAnalytics and Remote Sensing 2023: A Brief Report [Conference Reports]	2
Airborne Sounding Radar for Desert Subsurface Exploration of Aquifers: Desert-SEA: Mission concept study [Space Agencies]	2
The IEEE Geoscience and Remote Sensing Society “Open PocketQube Kit”: An affordable open source approach to Earth observation missions [Education in Remote Sensing]	2
Masthead	1
Distributed Spaceborne SAR: A review of systems, applications, and the road ahead	1
Phase Synchronization Techniques for Bistatic and Multistatic Synthetic Aperture Radar: Accounting for frequency offset	1
IEEE Geoscience and Remote Sensing Magazine - Call for Papers	1
The Orbital X-Band Real-Aperture Side-Looking Radar of Cosmos-1500: A Ukrainian IEEE Milestone candidate	1
Computer Vision for Earth Observation: The Third IEEE GRSS Image Analysis and Data Fusion School	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 Collabratec	1
IEEE App	1
IEEE Feedback	1
Deep Learning for Downscaling Remote Sensing Images: Fusion and super-resolution	1
IEEE Geoscience and Remote Sensing Society European Chapter Chairs Meetup 2024 in Conjunction With EuroGEO Workshop [Chapters]	1
Staff list	1
The Instrumentation and Future Technology Technical Committee’s Second “Summer School”: Auckland, New Zealand [Technical Committees]	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
Vision Foundation Models in Remote Sensing: A survey	1
Welcome to the March Issue [From the Editor]	1
P4005 Standards and Protocols for Soil Spectroscopy in Laboratory and Field Conditions [Technical Committees]	1
Successes to Date and Plans for the Future [President’s Message]	1
FedRSCLIP: Federated learning for remote sensing scene classification using vision-language models	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
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
Activities of Indian Institute of Technology Indore IEEE GRSS Student Chapter (2023–2024): Recipient of the 2024 GRSS Student Chapter Excellence Award [Chapters]	1
When Geoscience Meets Foundation Models: Toward a general geoscience artificial intelligence system	0
TechRxiv: Share Your Preprint Research With the World!	0
Image Restoration for Remote Sensing: Overview and toolbox	0
Ionospheric Error Correction Methods for InSAR Measurements: A systematic review	0
IEEE Proceedings	0
InGARSS 2023 in Bangalore: Striking a Balance [Conference Reports]	0
Strengthening Connections Within GRSS [President’s Message]	0
Tech RXIV: Share Your Preprint Research With the World!	0
SBG Systems	0
IEEE App	0
Advances in Methodology and Generation of All-Weather Land Surface Temperature Products From Polar-Orbiting and Geostationary Satellites: A comprehensive review	0
Introducing the June Issue [From the Editor]	0
The Earth-Observing Satellite Constellation: A review from a meteorological perspective of a complex, interconnected global system with extensive applications	0
Interferometric Synthetic Aperture Radar Multitemporal Deformation Monitoring: A review of machine learning techniques	0
Staff List	0
Geoinformation Harvesting From Social Media Data: A community remote sensing approach	0
Call for Papers: IEEE Geoscience and remote sensing magazine	0
Masthead	0
DeepBlue: Advanced convolutional neural network applications for ocean remote sensing	0
Lossy Neural Compression for Geospatial Analytics: A review	0
IEEE Access	0
Reimagining the Surface Water and Ocean Topography Mission as the “Landsat” of Surface Water [Perspective]	0
Table of Contents	0
Making Satellite Data Mainstream: Gaps, challenges, and opportunities for remote sensing experts [Industry Profiles and Activities]	0
Machine Learning Methods for Earth Observation and Remote Sensing Using Spaceborne GNSS Reflectometry: Current status, challenges, and future prospects	0
Earth Observation and Artificial Intelligence: Understanding emerging ethical issues and opportunities	0
Beyond Grid Data: Exploring graph neural networks for Earth observation	0
Invertible Physics-Based Hyperspectral Signature Models: A review	0
Front cover	0
State of the Art: High-Performance and High-Throughput Computing for Remote Sensing Big Data	0
A Review of Individual Tree Crown Detection and Delineation From Optical Remote Sensing Images: Current progress and future	0
The High-Resolution Synthetic Aperture Radar System and Signal Processing Techniques: Current progress and future prospects [Review Papers]	0
Integrating Remote Sensing and Machine Learning for Regional-Scale Habitat Mapping: Advances and future challenges for desert locust monitoring	0
Wind and Sea State Signatures in Wind Scatterometry: An analysis	0
Report on the IEEE GRSS Workshop on Remote Sensing Data Management Technologies in Geoscience 2022 [Technical Committees]	0
Computer Vision for Earth Observation—The First IEEE GRSS Image Analysis and Data Fusion School [Technical Committees]	0
GRSS Community Engagement [President’s Message]	0
Letter From the President [President’s Message]	0
IEEE GRSS Mato Grosso do Sul (Brazil) Student Branch Chapter: 2020 Activities [Chapters]	0
Remote Sensing Object Detection Meets Deep Learning: A metareview of challenges and advances	0
Activities of the IEEE GRSS University of Chinese Academy of Sciences Student Branch Chapter [Chapters]	0
IEEE Access	0
Methods for Small, Weak Object Detection in Optical High-Resolution Remote Sensing Images: A survey of advances and challenges	0
The 2024 IEEE Geoscience and Remote Sensing Society Wuhan University Student Branch Chapter Activities [Chapters]	0
The CCSDS 123.0-B-2 “Low-Complexity Lossless and Near-Lossless Multispectral and Hyperspectral Image Compression” Standard: A comprehensive review	0
Real-Time Semantic Segmentation: A brief survey and comparative study in remote sensing	0
Remote Sensing of Tropical Cyclones by Spaceborne Synthetic Aperture Radar: Past, present, and future	0
Compact Polarimetric Synthetic Aperture Radar for Target Detection: A review	0
Front cover	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
The 2024 IEEE GRSS China Chapter Chairs Meeting and Lectures [Chapters]	0
IEEE Foundation	0
Deep Learning for Satellite Image Time-Series Analysis: A review	0
Activities of the GRSS Universidad Distrital Francisco José de Caldas Colombia Student Chapter [Chapters]	0
Microwave Photonic Synthetic Aperture Radar: Systems, experiments, and imaging processing [Technical Committees]	0
Introducing the December Issue [From the Editor]	0
Interferometric Synthetic Aperture Radar Statistical Inference in Deformation Measurement and Geophysical Inversion: A review	0
Front Cover	0
Evaluating Language Biases in Remote Sensing Visual Question Answering: The role of spatial attributes, language diversity, and the need for clearer evaluation	0
Not the Usual Editorial [From the Editor]	0
Lightweight and Compact Radiometers for Soil Moisture Measurement: A review	0
IEEE Connecting	0
Deep Learning Meets Object-Based Image Analysis: Tasks, challenges, strategies, and perspectives	0
IEEE Foundation	0
Generative Artificial Intelligence and Remote Sensing: A perspective on the past and the future [Perspectives]	0
Gail Skofronick-Jackson (1963–2021) [In Memoriam]	0
Why Does the GRSS Need a Magazine? [From the Editor]	0
Staff list	0
Analysis-Ready Data and FAIR-AI—Standardization of Research Collaboration and Transparency Across Earth-Observation Communities [Technical Committees]	0
Table of Contents	0
IEEE Access	0
Preparation for Success in 2022 [President’s Message]	0
Advances and Opportunities in Remote Sensing Image Geometric Registration: A systematic review of state-of-the-art approaches and future research directions	0
Staff List	0
Deep Learning Meets SAR: Concepts, models, pitfalls, and perspectives	0
The AIDE Toolbox: Artificial intelligence for disentangling extreme events [Software and Data Sets]	0
IEEE App	0
Estimation of Surface-Level NO2 Using Satellite Remote Sensing and Machine Learning: A review	0
IGARSS 2022 in Kuala Lumpur, Malaysia: Preserving Our Heritage, Enabling Our Future Through Remote Sensing [Conference Reports]	0
Better, Not Just More: Data-centric machine learning for Earth observation	0
Staff list	0
IEEE Conversation	0
IEEE Access	0
44th IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2024)—Athens, Greece, 7–12 July 2024: Impressions of the first days [Conference Reports]	0
December 2024 Issue [President’s Message]	0
Toward Fine Surveillance: A review of multitemporal interferometric synthetic aperture radar for infrastructure health monitoring	0
Polarimetric Roll-Invariant Features and Applications for Polarimetric Synthetic Aperture Radar Ship Detection: A comprehensive summary and investigation	0
Motion Compensation/Autofocus in Airborne Synthetic Aperture Radar: A Review	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
IEEE Moving	0
Facilitating the Golden Age of Synthetic Aperture Radar: New tools, services, and training to make synthetic aperture radar data more accessible	0