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]	370
IEEE Membership	227
A Summer School Session on Mastering Geospatial Artificial Intelligence: From Data Production to Artificial Intelligence Foundation Model Development and Downstream Applications [Technical Committees]	223
Table of Contents	201
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directions	201
IEEE App	181
IEEE Access	162
Table of Contents	162
IEEE Proceedings	160
Welcome to the September 2022 Issue of IEEE Geoscience and Remote Sensing Magazine! [From the Guest Editors]	158
Issues and Special Issues [From the Editor]	144
IEEE Feedback	129
Self-Supervised Learning in Remote Sensing: A review	126
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification: A review	120
2022 Earth Observation and Sustainable Development Goals Contest Winners [Technical Committees]	109
IEEE Proceedings	100
Sparse Synthetic Aperture Radar Imaging From Compressed Sensing and Machine Learning: Theories, applications, and trends	94
Staff List	92
Table of Contents	77
IEEE App	76
Activities of the University of Southern California IEEE GRSS–AP-S–SSCS Joint Student Chapter: Winner of the 2023 Student Chapter Excellence Award [Chapters]	71
Deep Learning in Remote Sensing Image Fusion: Methods, protocols, data, and future perspectives	70
2021 IEEE GRSS Turkey Chapter Activities [Chapters]	67
Table of Contents	67
Gaussianizing the Earth: Multidimensional information measures for Earth data analysis	65

Down to Earth Podcast With Stephanie Tumampos: Reflections on the First Season of the Series [Women in GRSS]	58
2024 IEEE GRSS Data Fusion Contest: Rapid Flood Mapping [Technical Committees]	58
Open Source Data Programs From Low-Earth Orbit Synthetic Aperture Radar Companies: Questions and answers [Industry Profiles and Activities]	56
The IEEE GRSS IDEA Committee: Championing Diversity in Adversity [Women in GRSS]	56
IGARSS 2024 Tutorial Program: Educational and Social Impacts [Education in Remote Sensing]	54
Contactless Ground Penetrating Radar Imaging: State of the art, challenges, and microwave tomography-based data processing	52
Digital Beamforming for Spaceborne Reflector-Based Synthetic Aperture Radar, Part 1: Basic imaging modes	48
Low-Rank and Sparse Representation for Hyperspectral Image Processing: A review	48
Unmanned Aerial Vehicle-Based Photogrammetric 3D Mapping: A survey of techniques, applications, and challenges	47
Machine Learning in Pansharpening: A benchmark, from shallow to deep networks	47
MapInWild: A remote sensing dataset to address the question of what makes nature wild [Software and Data Sets]	45
Opening the Black Box: A systematic review on explainable artificial intelligence in remote sensing	45
Radio-Frequency Interference to Spaceborne Synthetic Aperture Radar Systems: Overview and Approaches to Its Management [Technical Committees]	44
To Travel or Not to Travel: The Hybrid Conference Era [President’s Message]	43
Front Cover	42
Staff List	41
Decennial Geomorphic Transport From Archived Time Series Digital Elevation Models: A cookbook for tropical and alpine environments	38
Deriving Ocean Surface Currents: A method using Geostationary Ocean Color Imager hourly data	37
Interferometric Phase Linking: Algorithm, application, and perspective	37
Land Cover Change Detection Techniques: Very-high-resolution optical images: A review	34
SBG Systems	32
IEEE App	32
IEEE Tech RXIV: Share Your Preprint Research with the world!	32
Front Cover	30
Transfer Learning in Earth Observation Data Analysis: A review	29
ODinMJ: A red, green, blue-thermal dataset for mountain jungle object detection	28
Awards Presented at the IGARSS 2022 Banquet [Conference Reports]	26
Monitoring Results of the SAOCOM-1 Constellation: A mission overview and summary of results	25
UNet-Like Remote Sensing Change Detection: A review of current models and research directions	24
A Special Issue on Data Fusion Techniques for Oceanic Target Interpretation [From the Guest Editors]	24
Radar Imaging With India’s Earth Observation Satellite-04: Earth resource monitoring using C-band synthetic aperture radar system	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
Letter From the President [President’s Message]	21
Staff List	21
The Microwave Monitoring of Water With Applications (MAMI WATA) MIRS Workshop: A Brief Report [Conference Reports]	20
TanDEM-X: The 4D Mission Phase for Earth Surface Dynamics: Science activities highlights and new data products after 15 years of bistatic operations	19
Full-Resolution Quality Assessment of Pansharpening: Theoretical and hands-on approaches	18
Remote Sensing Techniques for Detecting Internal Solitary Waves: A comprehensive review and prospects	18
The Synergy Between Remote Sensing and Social Sensing in Urban Studies: Review and perspectives	17
Table of Contents	16
Front Cover	16
Front cover	15
IEEE Feedback	14
Front cover	12
IEEE App	11
Optical and Synthetic Aperture Radar Image Fusion for Ship Detection and Recognition: Current state, challenges, and future prospects	11
Staff List	11
Front Cover	11
IEEE Access	10

Masthead	10
Reinforcing Our Commitment: Why DEI Matters for the IEEE GRSS [Technical Committees]	10
Wireless Sensor Networks Applied to Precision Agriculture: A worldwide literature review with emphasis on Latin America	10
TechRxiv: Share Your Preprint Research With the World!	9
Remote Sensing Data Fusion With Generative Adversarial Networks: State-of-the-art methods and future research directions	9
Staff list	9
Table of Contents	8
The New Working Groups of the GRSS Technical Committee on Image Analysis and Data Fusion [Technical Committees]	8
Table of Contents	7
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	7
TechRxiv: Share Your Preprint Research With the World!	7
IEEE Access	7
More Than Just a Journal [Editor’s Corner]	7
Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And Perspectives	6
A Review of Satellite Synthetic Aperture Radar Interferometry Applications in Permafrost Regions: Current status, challenges, and trends	6
Best Practices In Multilanguage Satellite Remote Sensing Training: Case Studies In Spanish-Speaking Countries [Education]	6
An Integration of Natural Language and Hyperspectral Imaging: A review	6
Front Cover	6
Letter From the President [President’s Message]	6
How Big Data Can Help to Monitor the Environment and to Mitigate Risks due to Climate Change: A review	6
Table of Contents	5
CaBuAr: California burned areas dataset for delineation [Software and Data Sets]	5
IEEE MGA	5
IEEE Proceedings	5
2023 IEEE GRSS Data Fusion Contest: Large-Scale Fine-Grained Building Classification for Semantic Urban Reconstruction [Technical Committees]	4
Table of Contents	4
Remotely Piloted Aircraft Systems to Identify Pests and Diseases in Forest Species: The global state of the art and future challenges	4
Coupling Model- and Data-Driven Methods for Remote Sensing Image Restoration and Fusion: Improving physical interpretability	4
Airborne Lidar Data Artifacts: What we know thus far	3
GRSS Summer Schools in 2020 [Education]	3
A Special Issue on Recent Progress in Developing Artificial Intelligence and Machine Learning Methodologies [From the Guest Editors]	3
The Second International Soil Moisture School [Conference Reports]	3
SSL4EO-S12: A large-scale multimodal, multitemporal dataset for self-supervised learning in Earth observation [Software and Data Sets]	3
GRSS Awards Presented at the IGARSS 2024 Banquet [Conference Reports]	3
TechRxiv: Share Your Preprint Research With the World!	3
A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, strategies, and challenges	3
Evolutionary Developments of Today’s Remote Sensing Radar Technology—Right From the Telemobiloscope: A review	3
BigEarthNet-MM: A Large-Scale, Multimodal, Multilabel Benchmark Archive for Remote Sensing Image Classification and Retrieval [Software and Data Sets]	3
GRSS Accomplishments in 2021: Success and Unexpected Turns [President’s Message]	3
IEEE Tech Rxiv:Share Your Preprint Research with the World!	3
Spatiotemporal Big Data Empower Community Modeling, Monitoring, Evaluation, and Optimization for Sustainable Community Development: A review of challenges and opportunities	3
Spectral Variability in Hyperspectral Data Unmixing: A comprehensive review	2
International Conference on Machine Intelligence for GeoAnalytics and Remote Sensing 2023: A Brief Report [Conference Reports]	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
IEEE Feedback	2
IEEE Collabratec	2
Introducing the June Issue [From the Editor]	2
Why Does GRSM Require the Submission of White Papers? [From the Editor]	2
IEEE Access	2
Airborne Sounding Radar for Desert Subsurface Exploration of Aquifers: Desert-SEA: Mission concept study [Space Agencies]	2
Advancing Machine Learning Tools for Earth Science Workshop [Technical Committees]	1
Phase Synchronization Techniques for Bistatic and Multistatic Synthetic Aperture Radar: Accounting for frequency offset	1
Vision Foundation Models in Remote Sensing: A survey	1
Remote Sensing Code Library (RSCL)	1
Deep Learning for Downscaling Remote Sensing Images: Fusion and super-resolution	1
IEEE Geoscience and Remote Sensing Magazine - Call for Papers	1
P4005 Standards and Protocols for Soil Spectroscopy in Laboratory and Field Conditions [Technical Committees]	1
IEEE Feedback	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
The Birth of the IEEE Geoscience and Remote Sensing Society in Cameroon: The Quest for a Chapter [Chapters]	1
The Instrumentation and Future Technology Technical Committee’s Second “Summer School”: Auckland, New Zealand [Technical Committees]	1
Distributed Spaceborne SAR: A review of systems, applications, and the road ahead	1
The Orbital X-Band Real-Aperture Side-Looking Radar of Cosmos-1500: A Ukrainian IEEE Milestone candidate	1
IEEE App	1
A Glimpse at the Women Mentoring Women Program From a Mentor/Mentee Perspective [Conference Reports]	1
Spaceborne Synthetic Aperture Radar Imaging Algorithms: An overview	1
Classification of Remote Sensing Data With Morphological Attribute Profiles: A decade of advances	1
Staff list	1
Interferometric Synthetic Aperture Radar Multitemporal Deformation Monitoring: A review of machine learning techniques	0
Remote Sensing Object Detection Meets Deep Learning: A metareview of challenges and advances	0
International Coordination for Spaceborne Synthetic Aperture Radar: A Personal Impression [Technical Committees]	0
Deep Learning Meets SAR: Concepts, models, pitfalls, and perspectives	0
Masthead	0
Why Does the GRSS Need a Magazine? [From the Editor]	0
Development and Application of Ship Detection and Classification Datasets: A review	0
Remote Sensing of Tropical Cyclones by Spaceborne Synthetic Aperture Radar: Past, present, and future	0
IEEE Access	0
Machine Learning Methods for Earth Observation and Remote Sensing Using Spaceborne GNSS Reflectometry: Current status, challenges, and future prospects	0
The CCSDS 123.0-B-2 “Low-Complexity Lossless and Near-Lossless Multispectral and Hyperspectral Image Compression” Standard: A comprehensive review	0
Staff list	0

Table of Contents	0
IEEE Foundation	0
Lossy Neural Compression for Geospatial Analytics: A review	0
Beyond Grid Data: Exploring graph neural networks for Earth observation	0
EarthNets: Empowering artificial intelligence for Earth observation	0
Reimagining the Surface Water and Ocean Topography Mission as the “Landsat” of Surface Water [Perspective]	0
The Third China International Synthetic Aperture Radar Symposium [Conference Reports]	0
December 2024 Issue [President’s Message]	0
IEEE App	0
Toward a Collective Agenda on AI for Earth Science Data Analysis	0
Image Restoration for Remote Sensing: Overview and toolbox	0
Preparation for Success in 2022 [President’s Message]	0
When Geoscience Meets Foundation Models: Toward a general geoscience artificial intelligence system	0
Generative Artificial Intelligence and Remote Sensing: A perspective on the past and the future [Perspectives]	0
Strengthening Connections Within GRSS [President’s Message]	0
IEEE Proceedings	0
Analysis-Ready Data and FAIR-AI—Standardization of Research Collaboration and Transparency Across Earth-Observation Communities [Technical Committees]	0
IEEE Moving	0
Activities of the IEEE GRSS University of Chinese Academy of Sciences Student Branch Chapter [Chapters]	0
The AIDE Toolbox: Artificial intelligence for disentangling extreme events [Software and Data Sets]	0
Deep Learning for Satellite Image Time-Series Analysis: A review	0
Staff List	0
Polarimetric Roll-Invariant Features and Applications for Polarimetric Synthetic Aperture Radar Ship Detection: A comprehensive summary and investigation	0
Advances and Opportunities in Remote Sensing Image Geometric Registration: A systematic review of state-of-the-art approaches and future research directions	0
Compact Polarimetric Synthetic Aperture Radar for Target Detection: A review	0
Interferometric Synthetic Aperture Radar Statistical Inference in Deformation Measurement and Geophysical Inversion: A review	0
Urban Flood Mapping Using Satellite Synthetic Aperture Radar Data: A review of characteristics, approaches, and datasets	0
IEEE App	0
Increased Journal Impact Factor	0
Tech RXIV: Share Your Preprint Research With the World!	0
Computer Processing of Remotely-Sensed Images [Book Reviews]	0
IGARSS 2022 in Kuala Lumpur, Malaysia: Preserving Our Heritage, Enabling Our Future Through Remote Sensing [Conference Reports]	0
Facilitating the Golden Age of Synthetic Aperture Radar: New tools, services, and training to make synthetic aperture radar data more accessible	0
IEEE Proceedings	0
DeepBlue: Advanced convolutional neural network applications for ocean remote sensing	0
IEEE Access	0
Activities of the GRSS Universidad Distrital Francisco José de Caldas Colombia Student Chapter [Chapters]	0
Vision-Language Models in Remote Sensing: Current progress and future trends	0
The 2024 IEEE GRSS China Chapter Chairs Meeting and Lectures [Chapters]	0
A Review of Individual Tree Crown Detection and Delineation From Optical Remote Sensing Images: Current progress and future	0
Earth Observation and Artificial Intelligence: Understanding emerging ethical issues and opportunities	0
Better, Not Just More: Data-centric machine learning for Earth observation	0
Open-World Recognition in Remote Sensing: Concepts, challenges, and opportunities	0
Erratum	0
Table of Contents	0
Front cover	0
TechRxiv: Share Your Preprint Research With the World!	0
Gail Skofronick-Jackson (1963–2021) [In Memoriam]	0
Integrating Remote Sensing and Machine Learning for Regional-Scale Habitat Mapping: Advances and future challenges for desert locust monitoring	0
InGARSS 2023 in Bangalore: Striking a Balance [Conference Reports]	0
IEEE GRSS Malaysia Chapter: Report of Activities for 2018-2020 [Chapters]	0
Lightweight and Compact Radiometers for Soil Moisture Measurement: A review	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
Toward Fine Surveillance: A review of multitemporal interferometric synthetic aperture radar for infrastructure health monitoring	0
GRSS Community Engagement [President’s Message]	0
IEEE Access	0
Microwave Photonic Synthetic Aperture Radar: Systems, experiments, and imaging processing	0
Advances in Methodology and Generation of All-Weather Land Surface Temperature Products From Polar-Orbiting and Geostationary Satellites: A comprehensive review	0
State of the Art: High-Performance and High-Throughput Computing for Remote Sensing Big Data	0
Invertible Physics-Based Hyperspectral Signature Models: A review	0
2023 GRSS Awards Presented at the IGARSS Night 2023 “Space and Magic” [Conference Reports]	0
Instrumentation and Future Technologies Technical Committee Working Groups [Technical Committees]	0
Geoinformation Harvesting From Social Media Data: A community remote sensing approach	0
Computer Vision for Earth Observation—The First IEEE GRSS Image Analysis and Data Fusion School [Technical Committees]	0
Motion Compensation/Autofocus in Airborne Synthetic Aperture Radar: A Review	0
Front cover	0
Focusing on IGARSS and Global Activities [President’s Message]	0
Front Cover	0
Call for Papers Special issue on “The year of SAR”	0
The Earth-Observing Satellite Constellation: A review from a meteorological perspective of a complex, interconnected global system with extensive applications	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 Foundation	0
Deep Learning-Based Object Tracking in Satellite Videos: A comprehensive survey with a new dataset	0
IEEE Foundation	0
The High-Resolution Synthetic Aperture Radar System and Signal Processing Techniques: Current progress and future prospects [Review Papers]	0
Transionospheric Synthetic Aperture Radar Observation: A comprehensive review	0
IEEE Conversation	0
Tech RXIV: Share Your Preprint Research with the World!	0
Call for Papers: IEEE Geoscience and remote sensing magazine	0
IEEE Access	0
Introducing the December Issue [From the Editor]	0
Deep Learning Meets Object-Based Image Analysis: Tasks, challenges, strategies, and perspectives	0
IEEE GRSS Mato Grosso do Sul (Brazil) Student Branch Chapter: 2020 Activities [Chapters]	0
Not the Usual Editorial [From the Editor]	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
IEEE Foundation	0
Letter From the President [President’s Message]	0
IEEE Connecting	0
SBG Systems	0
Making Satellite Data Mainstream: Gaps, challenges, and opportunities for remote sensing experts [Industry Profiles and Activities]	0
Staff list	0
Introducing the June Issue [From the Editor]	0
Real-Time Semantic Segmentation: A brief survey and comparative study in remote sensing	0
Methods for Small, Weak Object Detection in Optical High-Resolution Remote Sensing Images: A survey of advances and challenges	0