OOIR: Observatory of International Research

Papers

(The median citation count of IEEE Geoscience and Remote Sensing Magazine is 0. 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 2020-11-01 to 2024-11-01.)

Article	Citations
Feature Extraction for Hyperspectral Imagery: The Evolution From Shallow to Deep: Overview and Toolbox	415
Linking Points With Labels in 3D: A Review of Point Cloud Semantic Segmentation	258
Artificial Intelligence for Remote Sensing Data Analysis: A review of challenges and opportunities	241
A New Benchmark Based on Recent Advances in Multispectral Pansharpening: Revisiting Pansharpening With Classical and Emerging Pansharpening Methods	202
Deep Learning Meets SAR: Concepts, models, pitfalls, and perspectives	186
Interpretable Hyperspectral Artificial Intelligence: When nonconvex modeling meets hyperspectral remote sensing	182
High-Throughput Estimation of Crop Traits: A Review of Ground and Aerial Phenotyping Platforms	165
Hyperspectral Anomaly Detection: A survey	155
Deep Learning for Unmanned Aerial Vehicle-Based Object Detection and Tracking: A survey	145
Spectral Variability in Hyperspectral Data Unmixing: A comprehensive review	132
Low-Rank and Sparse Representation for Hyperspectral Image Processing: A review	131
Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directions	118
Land Cover Change Detection Techniques: Very-high-resolution optical images: A review	110
A Large-Scale Benchmark Data Set for Evaluating Pansharpening Performance: Overview and Implementation	106
Self-Supervised Learning in Remote Sensing: A review	104
Single-Frame Infrared Small-Target Detection: A survey	102
Sparse Synthetic Aperture Radar Imaging From Compressed Sensing and Machine Learning: Theories, applications, and trends	94
BigEarthNet-MM: A Large-Scale, Multimodal, Multilabel Benchmark Archive for Remote Sensing Image Classification and Retrieval [Software and Data Sets]	91
Motion Compensation/Autofocus in Airborne Synthetic Aperture Radar: A Review	90
Machine Learning in Pansharpening: A benchmark, from shallow to deep networks	85
Spatially Continuous and High-Resolution Land Surface Temperature Product Generation: A review of reconstruction and spatiotemporal fusion techniques	80
Lidar Boosts 3D Ecological Observations and Modelings: A Review and Perspective	79
OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing	78
Image Restoration for Remote Sensing: Overview and toolbox	69
Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current approaches, open challenges, and future opportunities	68

Artificial Intelligence In Interferometric Synthetic Aperture Radar Phase Unwrapping: A Review	63
Hyperspectral Image Clustering: Current achievements and future lines	60
Advances and Opportunities in Remote Sensing Image Geometric Registration: A systematic review of state-of-the-art approaches and future research directions	57
Correlation Filters for Unmanned Aerial Vehicle-Based Aerial Tracking: A Review and Experimental Evaluation	56
Methods for Small, Weak Object Detection in Optical High-Resolution Remote Sensing Images: A survey of advances and challenges	49
Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And Perspectives	46
Synthetic Aperture Radar Image Statistical Modeling: Part One-Single-Pixel Statistical Models	45
Toward a Collective Agenda on AI for Earth Science Data Analysis	43
Spaceborne Synthetic Aperture Radar Imaging Algorithms: An overview	40
Remote Sensing Data Fusion With Generative Adversarial Networks: State-of-the-art methods and future research directions	39
Full-Resolution Quality Assessment of Pansharpening: Theoretical and hands-on approaches	39
Contactless Ground Penetrating Radar Imaging: State of the art, challenges, and microwave tomography-based data processing	38
Close-Range Remote Sensing of Forests: The state of the art, challenges, and opportunities for systems and data acquisitions	36
Unmanned Aerial Vehicle-Based Photogrammetric 3D Mapping: A survey of techniques, applications, and challenges	36
Tensor Decompositions for Hyperspectral Data Processing in Remote Sensing: A comprehensive review	36
Optical Remote Sensing Image Understanding With Weak Supervision: Concepts, methods, and perspectives	31
A Review of Satellite Synthetic Aperture Radar Interferometry Applications in Permafrost Regions: Current status, challenges, and trends	31
Unmanned Aerial Vehicle-Based Ground-Penetrating Radar Systems: A review	31
Crowdsourcing in Remote Sensing: A Review of Applications and Future Directions	29
AI Security for Geoscience and Remote Sensing: Challenges and future trends	29
Active Learning for Hyperspectral Image Classification: A comparative review	29
A Review of Unsupervised Band Selection Techniques: Land Cover Classification for Hyperspectral Earth Observation Data	29
Explainable, Physics-Aware, Trustworthy Artificial Intelligence: A paradigm shift for synthetic aperture radar	28
Deep Learning for Downscaling Remote Sensing Images: Fusion and super-resolution	27
Toward Fine Surveillance: A review of multitemporal interferometric synthetic aperture radar for infrastructure health monitoring	26
Deep Learning-Based Object Tracking in Satellite Videos: A comprehensive survey with a new dataset	26
ERA: A Data Set and Deep Learning Benchmark for Event Recognition in Aerial Videos [Software and Data Sets]	26
Coupling Model- and Data-Driven Methods for Remote Sensing Image Restoration and Fusion: Improving physical interpretability	25
Gas Flaring: A Review Focused On Its Analysis From Space	23
The Potential of Spaceborne GNSS Reflectometry for Soil Moisture, Biomass, and Freeze–Thaw Monitoring: Summary of a European Space Agency-funded study	22
SSL4EO-S12: A large-scale multimodal, multitemporal dataset for self-supervised learning in Earth observation [Software and Data Sets]	21
The CCSDS 123.0-B-2 “Low-Complexity Lossless and Near-Lossless Multispectral and Hyperspectral Image Compression” Standard: A comprehensive review	21
Digital Beamforming for Spaceborne Reflector-Based Synthetic Aperture Radar, Part 1: Basic imaging modes	20
Forward-Looking Ground-Penetrating Radar: Subsurface target imaging and detection: A review	19
Taking Artificial Intelligence Into Space Through Objective Selection of Hyperspectral Earth Observation Applications: To bring the “brain” close to the “eyes” of satellite missions	19
Onboard Information Fusion for Multisatellite Collaborative Observation: Summary, challenges, and perspectives	18
The Legacy of Scatterometers: Review of applications and perspective	17
2023 IEEE GRSS Data Fusion Contest: Large-Scale Fine-Grained Building Classification for Semantic Urban Reconstruction [Technical Committees]	16
Classification of Remote Sensing Data With Morphological Attribute Profiles: A decade of advances	15
Earth Observation and Artificial Intelligence: Understanding emerging ethical issues and opportunities	14
DeepBlue: Advanced convolutional neural network applications for ocean remote sensing	13
The 2022 IEEE GRSS Data Fusion Contest: Semisupervised Learning [Technical Committees]	12
Unmanned Aerial Vehicle Remote Sensing for Antarctic Research: A review of progress, current applications, and future use cases	12
Satellite Remote Sensing Data for Decision Support in Emerging Agricultural Economies: How Satellite Data Can Transform Agricultural Decision Making [Perspectives]	12
Synthetic Aperture Radar Image Statistical Modeling: Part Two-Spatial Correlation Models and Simulation	12
Remote Sensing Object Detection Meets Deep Learning: A metareview of challenges and advances	12
Interferometric Synthetic Aperture Radar Statistical Inference in Deformation Measurement and Geophysical Inversion: A review	12
FSSCat: The Federated Satellite Systems ³Cat Mission: Demonstrating the capabilities of CubeSats to monitor essential climate variables of the water cycle [Instruments and Missions]	12
2021 Data Fusion Contest: Geospatial Artificial Intelligence for Social Good [Technical Committees]	12
Geoinformation Harvesting From Social Media Data: A community remote sensing approach	11

Remote Sensing for Subsurface and Deeper Oceans: An overview and a future outlook	10
The Earth-Observing Satellite Constellation: A review from a meteorological perspective of a complex, interconnected global system with extensive applications	10
Interferometric Phase Linking: Algorithm, application, and perspective	9
Wireless Sensor Networks Applied to Precision Agriculture: A worldwide literature review with emphasis on Latin America	9
Compact Polarimetric Synthetic Aperture Radar for Target Detection: A review	9
Integrating Remote Sensing and Machine Learning for Regional-Scale Habitat Mapping: Advances and future challenges for desert locust monitoring	9
Keypoint-Based Local Descriptors for Target Recognition in SAR Images: A Comparative Analysis	9
Phase Synchronization Techniques for Bistatic and Multistatic Synthetic Aperture Radar: Accounting for frequency offset	7
There Are No Data Like More Data: Datasets for deep learning in Earth observation	6
Synthetic Aperture Radar Interferometry: Utilizing Radar Principles	6
Report on the 2020 IEEE GRSS Data Fusion Contest-Global Land Cover Mapping With Weak Supervision [Technical Committees]	6
High-Resolution Surveying With Small-Loop Frequency Domain Electromagnetic Systems: Efficient Survey Design and Adaptive Processing	6
Polarimetric Roll-Invariant Features and Applications for Polarimetric Synthetic Aperture Radar Ship Detection: A comprehensive summary and investigation	5
Image Registration for Meteorological Applications: Development of a Generalized Software for Sensor Data Registration at ISRO	5
Gaussianizing the Earth: Multidimensional information measures for Earth data analysis	5
Digital Beamforming for Spaceborne Reflector-Based Synthetic Aperture Radar, Part 2: Ultrawide-swath imaging mode	5
High-Performance and Disruptive Computing in Remote Sensing: HDCRS—A new Working Group of the GRSS Earth Science Informatics Technical Committee [Technical Committees]	5
MapInWild: A remote sensing dataset to address the question of what makes nature wild [Software and Data Sets]	4
Digital Elevation Models: An Important Source of Data for Geoscientists [Education]	4
Subsurface Propagation Velocity Estimation Methods in Ground-Penetrating Radar: A review	4
Airborne Transient Electromagnetic Simulation: Detecting geoelectric structures for HVdc monopole operation	4
Evolutionary Developments of Today’s Remote Sensing Radar Technology—Right From the Telemobiloscope: A review	3
Protection of Earth Observation Satellites From Radio-Frequency Interference: Policies and practices [Perspectives]	3
Topographic Correction of Optical Remote Sensing Images in Mountainous Areas: A systematic review	3
A Special Issue on Recent Progress in Developing Artificial Intelligence and Machine Learning Methodologies [From the Guest Editors]	3
Satellite-Based Surface Water Storage Estimation: Its history, current status, and future prospects	3
How Much Would You Pay for a Satellite Image?: Lessons Learned From French Spatial-Data Infrastructure	3
Remotely Piloted Aircraft Systems to Identify Pests and Diseases in Forest Species: The global state of the art and future challenges	3
Lightweight and Compact Radiometers for Soil Moisture Measurement: A review	3
Vision-Language Models in Remote Sensing: Current progress and future trends	3
Decennial Geomorphic Transport From Archived Time Series Digital Elevation Models: A cookbook for tropical and alpine environments	2
State of the Art: High-Performance and High-Throughput Computing for Remote Sensing Big Data	2
Real-Time Semantic Segmentation: A brief survey and comparative study in remote sensing	2
The Synergy Between Remote Sensing and Social Sensing in Urban Studies: Review and perspectives	2
Report on the 2022 IEEE Geoscience and Remote Sensing Society Data Fusion Contest: Semisupervised Learning [Technical Committees]	2
How Big Data Can Help to Monitor the Environment and to Mitigate Risks due to Climate Change: A review	2
Open-World Recognition in Remote Sensing: Concepts, challenges, and opportunities	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
CaBuAr: California burned areas dataset for delineation [Software and Data Sets]	2
Language Integration in Remote Sensing: Tasks, datasets, and future directions	2
Optical and Synthetic Aperture Radar Image Fusion for Ship Detection and Recognition: Current state, challenges, and future prospects	2
Airborne Lidar Data Artifacts: What we know thus far	1
Analysis-Ready Data and FAIR-AI—Standardization of Research Collaboration and Transparency Across Earth-Observation Communities [Technical Committees]	1
Generative Artificial Intelligence and Remote Sensing: A perspective on the past and the future [Perspectives]	1
Reinforcing Our Commitment: Why DEI Matters for the IEEE GRSS [Technical Committees]	1
Airborne Sounding Radar for Desert Subsurface Exploration of Aquifers: Desert-SEA: Mission concept study [Space Agencies]	1
IEEE GRSS Brazil Chapter: Status and Activities in 2019 [Chapters]	1
Open Source Data Programs From Low-Earth Orbit Synthetic Aperture Radar Companies: Questions and answers [Industry Profiles and Activities]	1
IEEE GRSS Mato Grosso do Sul (Brazil) Student Chapter: Status and Activities 2019 [Chapters]	1
Advancing Machine Learning Tools for Earth Science Workshop [Technical Committees]	1
A Review and a Perspective of Deep Active Learning for Remote Sensing Image Analysis: Enhanced adaptation to user conjecture	1
2020: A Year of Challenges and Triumphs [President's Message]	1
Women Who Inspire and Empower [Women in GRSS]	1
2024 IEEE GRSS Data Fusion Contest: Rapid Flood Mapping [Technical Committees]	1
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification: A review	1
Letter From the President [President’s Message]	1
Letter From the President [President’s Message]	0
IEEE Foundation	0
Transionospheric Synthetic Aperture Radar Observation: A comprehensive review	0
IGARSS 2021 High School Program Green in the City [Education]	0
Remote Sensing Code Library (RSCL)	0
Front Cover	0
Reimagining the Surface Water and Ocean Topography Mission as the “Landsat” of Surface Water [Perspective]	0
InSAR-DLPU: A benchmark dataset for deep learning-based synthetic aperture radar interferometry phase unwrapping [Software and Data Sets]	0
Focusing on IGARSS and Global Activities [President’s Message]	0
GRSS: Continued Growth in Difficult Times [President's Message]	0
Artificial Intelligence to Advance Earth Observation: A review of models, recent trends, and pathways forward	0
Remote Sensing Techniques for Detecting Internal Solitary Waves: A comprehensive review and prospects	0
Impact Factor	0
IEEE App	0
Table of Contents	0
EarthNets: Empowering artificial intelligence for Earth observation	0
Table of Contents	0
2023 GRSS Awards Presented at the IGARSS Night 2023 “Space and Magic” [Conference Reports]	0
International Conference on Machine Intelligence for GeoAnalytics and Remote Sensing 2023: A Brief Report [Conference Reports]	0
2022 Earth Observation and Sustainable Development Goals Contest Winners [Technical Committees]	0
Activities of the University of Southern California IEEE GRSS–AP-S–SSCS Joint Student Chapter: Winner of the 2023 Student Chapter Excellence Award [Chapters]	0
IEEE What If	0
Development and Application of Ship Detection and Classification Datasets: A review	0
Masthead	0

Josa Manuel Bioucas-Dias (1960-2020) [In Memoriam]	0
Table of Contents	0
IEEE Feedback	0
The Women in Engineering International Leadership Conference [Women in GRSS]	0
Table of Contents	0
Masthead	0
Report on the 2021 IEEE GRSS Data Fusion Contest—Geospatial Artificial Intelligence for Social Good [Technical Committees]	0
Issues and Special Issues [From the Editor]	0
TechRxiv: Share Your Preprint Research With the World!	0
Table of Contents	0
Staff list	0
Front cover	0
The Third China International Synthetic Aperture Radar Symposium [Conference Reports]	0
Staff List	0
IEEE Feedback	0
Staff list	0
Camera Lidar Collaboration for Undergraduate Education [Education]	0
IGARSS 2021 Virtual Symposium: Impressions of the First Days [Conference Reports]	0
IEEE App	0
Remote Sensing of Ulva Prolifera Green Tide in the Yellow Sea Using Multisource Satellite Data: Progress and prospects	0
Agenda Items of the World Radiocommunication Conference 2023 With a Potential Impact on Microwave Remote Sensing [Technical Committees]	0
Looking Ahead for 2021 [President's Message]	0
Introducing the June Issue [From the Editor]	0
Microwave Photonic Synthetic Aperture Radar: Systems, experiments, and imaging processing	0
IEEE Oman Section of the Geoscience and Remote Sensing Society: From Ambassador to a Chapter [Chapters]	0
IEEE App	0
Call for Papers Special issue on “The year of SAR”	0
A Glimpse at the Women Mentoring Women Program From a Mentor/Mentee Perspective [Conference Reports]	0
Looking for a “Normal” Issue [From The Editor]	0
Staff list	0
Front Cover	0
Estimation of Surface-Level NO2 Using Satellite Remote Sensing and Machine Learning: A review	0
Moving Forward [From the Editor]	0
Remote Sensing Code Library (RSCL)	0
IEEE App	0
Computer Vision for Earth Observation: The Second GRSS Image Analysis and Data Fusion School [Technical Committees]	0
A Systematic Review and Assessment of Inverse Crop Parameter Modeling Based on Synthetic Aperture Radar Data: Research advances, existing problems, and future directions	0
IEEE Foundation	0
IEEE Access	0
Table of Contents	0
IEEE Proceedings	0
J-MASS	0
GRSS RSCL	0
Not the Usual Editorial [From the Editor]	0
Front cover	0
IEEE Access	0
IGARSS 2023 in Pasadena, California: Impressions of the First Days [Conference Reports]	0
The Microwave Monitoring of Water With Applications (MAMI WATA) MIRS Workshop: A Brief Report [Conference Reports]	0
Welcome to the September 2022 Issue of IEEE Geoscience and Remote Sensing Magazine! [From the Guest Editors]	0
Front Cover	0
IEEE Collabratec	0
REACT: A New Technical Committee for Earth Observation and Sustainable Development Goals [Technical Committees]	0
Front Cover	0
Computer Processing of Remotely-Sensed Images [Book Reviews]	0
Introducing the December Issue [From the Editor]	0
Thomas C. von Deak (1954–2021) [In Memoriam]	0
Front Cover	0
The Birth of the IEEE Geoscience and Remote Sensing Society in Cameroon: The Quest for a Chapter [Chapters]	0
Table of Contents	0
TechRxiv: Share Your Preprint Research with the World!	0
TechRxiv: Share Your Preprint Research With the World!	0
2023 IEEE GRSS Summer School on Modeling in Microwave and Optical Remote Sensing [Technical Committees]	0
2021 Index IEEE Geoscience and Remote Sensing Magazine Vol. 9	0
Tech RXIV: Share Your Preprint Research with the World!	0
Front cover	0
LuTan-1: An innovative L-band spaceborne bistatic interferometric synthetic aperture radar mission	0
A Summer School Session on Mastering Geospatial Artificial Intelligence: From Data Production to Artificial Intelligence Foundation Model Development and Downstream Applications [Technical Committees]	0
Staff List	0
Letter From the President [President’s Message]	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
IEEE Feedback	0
Increased Journal Impact Factor	0
The AIDE Toolbox: Artificial intelligence for disentangling extreme events [Software and Data Sets]	0
IEEE Access	0
The IEEE GRSS Brazil Chapter: 2020 Activities [Chapters]	0
Erratum	0
IEEE Membership	0
Generative Artificial Intelligence Meets Synthetic Aperture Radar: A survey	0
International Coordination for Spaceborne Synthetic Aperture Radar: A Personal Impression [Technical Committees]	0
TechRxiv: Share Your Preprint Research With the World!	0
The Instrumentation and Future Technology Technical Committee’s Second “Summer School”: Auckland, New Zealand [Technical Committees]	0
The Orbital X-Band Real-Aperture Side-Looking Radar of Cosmos-1500: A Ukrainian IEEE Milestone candidate	0
Front Cover	0
IEEE Geoscience and Remote Sensing Magazine - Call for Papers	0
IEEE Access	0
IEEE Collabratec	0
IEEE Feedback	0
Call for papers: Special Issue on Microwaves in Climate Change	0
IEEE Proceedings	0
IEEE Foundation	0
SAR Image Analysis—A Computational Statistics Approach: With R Code, Data, and Applications [Book Reviews]	0
Investigating Different Data-Traceability Approaches to Prevent Data Swamps [Perspectives]	0
Why Does GRSM Require the Submission of White Papers? [From the Editor]	0
Table of Contents	0
Staff List	0