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Remote Sensing publishes Special Issues to create collections of papers on specific topics, with the aim of building a community of authors and readers to discuss the latest research and develop new ideas and research directions. Special Issues are led by Guest Editors, who are experts on the topic and all Special Issue submissions follow MDPI's standard editorial process. The journal’s Editor-in-Chief and/or designated Editorial Board Member will oversee Guest Editor appointments and Special Issue proposals, checking their content for relevance and ensuring the suitability of the material for the journal. The papers published in a Special Issue will be collected and displayed on a dedicated page of the journal’s website. Further information on MDPI's Special Issue policies and Guest Editor responsibilities can be found here. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Intelligent Processing Techniques for Monocular and Multi-View Remote Sensing Imagery
edited by Shiqing Wei, Jin Liu and
submission deadline 31 Aug 2026 | Viewed by 558 | Submission Open
Keywords: monocular remote sensing; multi-view stereo; intelligent image processing; multi-source data fusion; 3D reconstruction; semantic segmentation; object detection; monocular depth estimation; stereo matching; terrain and urban modeling
(This special issue belongs to the Section Remote Sensing Image Processing)
Geodesy for Geohazards with AI Techniques submission deadline 31 Aug 2026 | Viewed by 535 | Submission Open
Keywords: GNSS; gravity; InSAR; geodetic observations; geohazards; extreme events; artificial intelligence
(This special issue belongs to the Section Earth Observation for Emergency Management)
Integrating Remote Sensing and Artificial Intelligence for Hydrological Variables Retrieval submission deadline 31 Aug 2026 | Viewed by 480 | Submission Open
Keywords: artificial intelligence; machine learning; remote sensing; data assimilation; water cycle; water resources; hydrology; hydrological processes
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing Training Data: Annotation, Quality, and Optimization
edited by , and Boyi Shangguan
submission deadline 31 Aug 2026 | Viewed by 443 | Submission Open
Keywords: remote sensing training data; training data quality; data annotation; label noise; data quality assessment; automated labeling; label correction; training data optimization; quality control in remote sensing
(This special issue belongs to the Section Earth Observation Data)
Applications of Remotely Sensed Data in Hydrology and Climatology (Third Edition)
edited by
submission deadline 31 Aug 2026 | Viewed by 434 | Submission Open
Keywords: climate change; satellite observation; water resources; global water and energy cycles; remote sensing; water reservoir monitoring; cloud; temperature; humidity; precipitation; wind; etc.
(This special issue belongs to the Section Atmospheric Remote Sensing)
Application of Remote Sensing in Forest and Grassland Fire Management submission deadline 31 Aug 2026 | Viewed by 434 | Submission Open
Keywords: forest fire; forest and grassland combustibles; forest grassland meteorology; fire hazard; fuel load; fuel moisture content; fire extinguishing; loss assessment
(This special issue belongs to the Section Forest Remote Sensing)
Precise Parameter Estimation in Remote Sensing Observations: From Satellite Corrections, Atmospheric Delay to Phase Unwrapping
edited by
submission deadline 31 Aug 2026 | 1 articles | Viewed by 431 | Submission Open
Keywords: parameter estimation  ; Earth observation  ; satellite correction  ; calibration (radiographic calibration/geometric calibration)  ; atmospheric delay compensation  ; phase unwrapping  ; InSAR
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Advances in Remote Sensing Data and Tools for Urban Climate Risks Analysis and Management
edited by Ashish Shrestha, , and
submission deadline 31 Aug 2026 | Viewed by 413 | Submission Open
Keywords: urban climate risks; spatial data; urban flood; heat; cities; climate resilience
(This special issue belongs to the Section Urban Remote Sensing)
Deep Learning for Target Detection in Radar Remote Sensing
edited by , Chuan Du and Ming Li
submission deadline 31 Aug 2026 | Viewed by 370 | Submission Open
Keywords: radar target detection; radar target recognition; multi-source fusion-based target detection; deep learning; explainability; SAR image
(This special issue belongs to the Section Remote Sensing Image Processing)
AI-Powered Remote Sensing Forest Monitoring: Biodiversity and Climate Resilience
edited by and
submission deadline 31 Aug 2026 | Viewed by 333 | Submission Open
Keywords: AI-powered remote sensing; multi-scale forest monitoring; multi-scale biodiversity monitoring; multi-source data fusion; ecological modeling; carbon stocks/carbon sink; ecosystem resilience
(This special issue belongs to the Section Forest Remote Sensing)
GeoAI and Remote Sensing for Urban Planning and Human Comfort Analysis
edited by
submission deadline 31 Aug 2026 | Viewed by 330 | Submission Open
Keywords: urban microclimate; thermal comfort; human comfort; climate-sensitive urban planning; urban heat island (UHI)
(This special issue belongs to the Section Urban Remote Sensing)
Recent Advances in SAR Images for Target Detection and Information Extraction
edited by , , Jian Wang and Ming Li
submission deadline 31 Aug 2026 | Viewed by 296 | Submission Open
Keywords: synthetic aperture radar (SAR); target detection; information extraction; physics-inspired deep learning; scattering mechanism inversion; semantic segmentation; multi-dimensional SAR; weakly supervised learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Dam Stability Monitoring with Satellite Geodesy (Third Edition) submission deadline 31 Aug 2026 | Viewed by 263 | Submission Open
Keywords: dam; satellite geodesy; remote sensing; GNSS; radar interferometry; InSAR; deformation monitoring; geodetic measurements; geotechnical measurements; infrastructure; earth observation; sensors
(This special issue belongs to the Section Engineering Remote Sensing)
Multimodal Fusion and Multisource Data Synergy for High-Precision Remote Sensing Target Detection and Tracking
edited by
submission deadline 31 Aug 2026 | Viewed by 181 | Submission Open
Keywords: object detection; multi-sensor fusion; object tracking; multimodal fusion; registration; advanced deep learning model
(This special issue belongs to the Section Remote Sensing Image Processing)
Monitoring and Managing Environmental Sustainability Using Remote Sensing (Second Edition)
edited by and
submission deadline 1 Sep 2026 | 4 articles | Viewed by 5520 | Submission Open
Keywords: remote sensing; environmental sustainability; land use/cover change; habitat health; climate change monitoring; satellite imagery; environmental monitoring; ecosystem assessment
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Radar Technologies for Meteorological and Atmospheric Observations
edited by Haijiang Wang, and
submission deadline 1 Sep 2026 | 2 articles | Viewed by 1177 | Submission Open
Keywords: radar technologies; meteorological and atmospheric observations; data quality control; atmospheric physical field retrieval; radar networking; artificial intelligence application
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing-Guided Land-Use Optimization for Carbon Neutrality submission deadline 1 Sep 2026 | 2 articles | Viewed by 975 | Submission Open
Keywords: remote sensing; carbon neutrality; climate change adaptation; land use; land– climate interactions; LULUCF; UAST; land planning adaptation; energy transition; above ground biomass; soil carbon
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Radar and Photo-Electronic Multi-Modal Intelligent Fusion
edited by , , Jianhua Shi and
submission deadline 10 Sep 2026 | 2 articles | Viewed by 1572 | Submission Open
Keywords: radar signal processing; photo-electronic image understanding; target detection and recognition; radar imaging
(This special issue belongs to the Section Remote Sensing Image Processing)
Quantitative Remote Sensing and Its Applications in Agriculture and Vegetation submission deadline 15 Sep 2026 | 6 articles | Viewed by 15325 | Submission Open
Keywords: quantitative remote sensing; radiation directionality observing and modelling; radiative transfer and radiation budget; bidirectional reflectance distribution function (BRDF); directional anisotropy; angular anisotropy; retrieval of plant biochemical parameters; precision agriculture
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Cutting-Edge PolSAR Imaging Applications and Techniques
edited by Dapeng Tao, , , and
submission deadline 15 Sep 2026 | 3 articles | Viewed by 3438 | Submission Open
Keywords: multitemporal SAR/PolSAR; polarimetric target decomposition; change detection; PolInSAR; deep learning for PolSAR image; land coverage mapping and classification
(This special issue belongs to the Section Earth Observation Data)
Remote Sensing Data Preprocessing and Calibration
edited by Qi Ming and Xudong Zhao
submission deadline 15 Sep 2026 | 4 articles | Viewed by 2833 | Submission Open
Keywords: remote sensing preprocessing; deep learning; image processing; geometric correction; cross-sensor harmonization; multi-source data fusion; time-series consistency; uncertainty assessment; multi-modality data processing; cloud-based processing
(This special issue belongs to the Section Remote Sensing Image Processing)
Recent Advances in SAR Object Detection submission deadline 15 Sep 2026 | 2 articles | Viewed by 1246 | Submission Open
Keywords: synthetic aperture radar; object detection; object classification; machine learning; statistical signal processing; compressive sampling
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Remote Sensing Technologies for Carbon Emissions Monitoring, Reporting, and Verification
edited by Zhen Zhang, , and
submission deadline 15 Sep 2026 | 1 articles | Viewed by 1037 | Submission Open
Keywords: carbon emission and counting; carbon cycle; remote sensing; greenhouse gas; anthropogenic carbon emissions; multi-source data fusion
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in Surface Deformation Monitoring Using SAR Interferometry (Second Edition)
edited by Yuedong Wang, Lijia He, and Huiqiang Wang
submission deadline 15 Sep 2026 | 1 articles | Viewed by 685 | Submission Open
Keywords: SAR interferometry (InSAR); wide-area InSAR; advanced methods for deformation monitoring; geohazard detection and analysis; geodetic and geophysical modeling; parameter inversion; deformation analysis
(This special issue belongs to the Section Environmental Remote Sensing)
Robust Perception in Open and Data-Limited Environments: From Earth to Deep Space
edited by Bobo Xi, , and
submission deadline 15 Sep 2026 | 1 articles | Viewed by 612 | Submission Open
Keywords: data-limited learning; open-set recognition; multi-modal fusion; deep space exploration; generative AI and digital twins; robust perception; sim-to-real transfer
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing-Based Geological Hazard Monitoring, Identification, Prediction, and Risk Assessment: Techniques and Applications submission deadline 15 Sep 2026 | 1 articles | Viewed by 603 | Submission Open
Keywords: geological hazards; GIS and remote sensing technology; risk management; hazard monitoring; hazard identification and prediction; multi-source data fusion
(This special issue belongs to the Section Earth Observation for Emergency Management)
Advanced Retrieval and Estimation Methods for Monitoring Air Pollutants via Satellite Remote Sensing
edited by , Nana Luo and Yujia Chen
submission deadline 15 Sep 2026 | 1 articles | Viewed by 596 | Submission Open
Keywords: satellite remote sensing; air pollution monitoring; retrieval algorithm; satellite applications; AI
(This special issue belongs to the Section Atmospheric Remote Sensing)
Radiative Transfer Models for Remote Sensing Land Surface Parameter Estimation
edited by Xinyan Liu, , and
submission deadline 15 Sep 2026 | Viewed by 442 | Submission Open
Keywords: radiative transfer model; surface parameter estimation; physical model; satellite product; machine learning; moderate and high resolution
(This special issue belongs to the Section Environmental Remote Sensing)
UAV Photogrammetry and Terrestrial Laser Scanning for Precision Forestry
edited by , Zhenyang Hui, and
submission deadline 15 Sep 2026 | Viewed by 346 | Submission Open
Keywords: precision forest; UAV; LiDAR; multi-platform point clouds registration; multi-modal forest data fusion; tree species; individual tree segmentation; canopy height; forest biomass
(This special issue belongs to the Section Forest Remote Sensing)
Infrared Small Target Detection: Methods and Applications
edited by and Yimian Dai
submission deadline 15 Sep 2026 | Viewed by 323 | Submission Open
Keywords: infrared small target detection; deep learning; sequence infrared imagery; computer vision; civilian applications
(This special issue belongs to the Section Remote Sensing Image Processing)
Recent Advances in Synthetic Aperture Radar Imaging and Data Processing
edited by Leping Chen
submission deadline 15 Sep 2026 | Viewed by 278 | Submission Open
Keywords: synthetic aperture radar (SAR); ground moving target indication (GMTI); interferometric synthetic aperture radar (InSAR); polarimetric SAR; tomographic SAR; bistatic SAR; SAR interpretation; SAR recognition  
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Target Recognition and Signal Processing Techniques for Synthetic Aperture Radar (SAR) Applications
edited by Yueting Zhang, Guangyao Zhou and
submission deadline 15 Sep 2026 | Viewed by 266 | Submission Open
Keywords: physics-aware AI for SAR: deep learning networks integrated with electromagnetic scattering mechanisms for interpretable target recognition; SAR target recognition and analysis of main scattering mechanisms: advanced algorithms for detection; classification; and identification in complex scenes (e.g.; urban; maritime); target information inversion: retrieval of physical parameters and target reconstruction from SAR data; signal processing and image quality enhancement: novel techniques for speckle reduction; super-resolution; and image focusing; scattering mechanism analysis: modeling and decomposition techniques to interpret target scattering behaviors; multi-modal data fusion: fusion of SAR with hyperspectral; LiDAR; or optical data for enhanced target recognition and scene understanding; SAR image segmentation and feature extraction: robust methods for extracting geometric and scattering features
(This special issue belongs to the Section Remote Sensing Image Processing)
Deep Learning in Remote Sensing: Integrating Multi-Source Data for Precision Agriculture and Environmental Management
edited by , Lei Lei and
submission deadline 15 Sep 2026 | Viewed by 260 | Submission Open
Keywords: precision agriculture; multi-source agriculture remote sensing; deep learning methods; crop parcel extraction; crop phenology detection; crop classification and mapping; crop growth monitoring and yield estimation; cropland carbon sources and sinks
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Calibration and Validation of Remote Sensing Satellites
edited by , and Xingming Zheng
submission deadline 15 Sep 2026 | Viewed by 243 | Submission Open
Keywords: absolute and relative radiomimetic calibration; geometric calibration; spectral calibration; validation of remote sensing product; validation field network system of remote sensing; characteristic evaluation of field campaign site; AI application for calibration and validation
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Remote Sensing for SAR Target Recognition with Deep Learning
edited by
submission deadline 15 Sep 2026 | Viewed by 228 | Submission Open
Keywords: synthetic aperture radar (SAR); deep learning; automatic target recognition (ATR); artificial intelligence (AI); multi-modal fusion
(This special issue belongs to the Section Remote Sensing Image Processing)
Advancing Marine Biodiversity Monitoring and Ecology Through Remote Sensing and Data Science submission deadline 15 Sep 2026 | Viewed by 198 | Submission Open
Keywords: marine biodiversity; marine remote sensing; Earth observation; benthic habitat mapping; species distribution modelling; machine learning; deep learning; multi-sensor data fusion; time-series analysis; UAV remote sensing; essential biodiversity variables; climate change impacts; change detection; marine spatial planning; ecosystem-based management
(This special issue belongs to the Section Environmental Remote Sensing)
Cross-Modal Learning and Pattern Recognition in Multisource Remote Sensing
edited by Xia Yuan, and
submission deadline 15 Sep 2026 | Viewed by 189 | Submission Open
Keywords: cross-modal learning; multisource remote sensing; data fusion; pattern recognition; deep learning; multimodal representation; feature extraction; domain adaptation; explainable AI; environmental monitoring
(This special issue belongs to the Section Remote Sensing Image Processing)
Chinese Satellite Remote Sensing Data Processing and Intelligent Analysis
edited by , and Yi Zeng
submission deadline 15 Sep 2026 | Viewed by 188 | Submission Open
Keywords: Chinese satellite; remote sensing data preprocessing; remote sensing data fine processing; intelligent analysis; innovative applications; Geology-1
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Spaceborne Clouds and Precipitation Radar
edited by
submission deadline 15 Sep 2026 | Viewed by 185 | Submission Open
Keywords: spaceborne radar; cloud profiling; precipitation profiling  ; active remoting sensing; Numerical Weather Prediction (NWP)
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing of Snow Water Resources: Advances and Applications
edited by
submission deadline 15 Sep 2026 | Viewed by 146 | Submission Open
Keywords: snow water resources; snowpack dynamics; cryospheric hydrology; data assimilation; machine learning; hydrologic modeling; snow-driven hazards; snow– atmosphere interactions
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Trends and Prospects in SAR Data Applications
edited by Xingchao Cui, Hao Wu and
submission deadline 15 Sep 2026 | Viewed by 138 | Submission Open
Keywords: SAR dataset construction; target imaging; target detection; target recognition; target classification; target characteristics
(This special issue belongs to the Section Engineering Remote Sensing)
AI-Empowered Remote Sensing Monitoring and Geospatial Analysis for Ocean and Coastal Environments
edited by Gang Yang, , , and
submission deadline 20 Sep 2026 | 7 articles | Viewed by 9010 | Submission Open
Keywords: coastal ocean modeling; coastal ocean remote sensing; coastal and ocean environment monitoring; coastal ocean forecasting; biodiversity; ecological process and risk assessment; artificial intelligence (AI); deep learning; UAV; radar; digital twin; ocean and coastal scenario— simulation
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Target Detection, Recognition, Tracking, and Positioning Using Remote Sensing and AI Techniques (Second Edition)
edited by , , Yi Wan and Zhirui Wang
submission deadline 28 Sep 2026 | 2 articles | Viewed by 847 | Submission Open
Keywords: satellite– aerial– ground collaborative perception; multi-agent system; target detection; recognition; tracking and positioning; geographic retrieval; cross-view geolocalization; knowledge graph; deep learning; task-driven optimization
(This special issue belongs to the Section AI Remote Sensing)
Hydrological Modeling in the Age of AI and Remote Sensing
edited by , Lu Zhuo, and
submission deadline 28 Sep 2026 | 1 articles | Viewed by 607 | Submission Open
Keywords: hydrological modeling; remote sensing; artificial intelligence; deep learning; machine learning; hybrid modeling; uncertainty analysis; physics-informed AI; hydrodynamic and flood modeling; drought forecasting; earth observation data; benchmark datasets
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advances in High-Resolution Built Environment Research Using Remote Sensing
edited by Yi Bao, Yinhe Liu, Hao Wang, and
submission deadline 28 Sep 2026 | 1 articles | Viewed by 552 | Submission Open
Keywords: high-resolution remote sensing; urban built environment; multi-source data fusion; geospatial artificial intelligence; 3D urban modeling; building material stocks
(This special issue belongs to the Section Urban Remote Sensing)
Multimodal Remote Sensing Data Fusion, Analysis and Application
edited by , Yuting Wan, Zhuo Zheng, and
submission deadline 30 Sep 2026 | 6 articles | Viewed by 15628 | Submission Open
Keywords: multimodal remote sensing; data fusion; artificial intelligence; all-weather mapping; change detection; image translation; disaster emergency assessment; sustainable development; environmental monitoring
(This special issue belongs to the Section AI Remote Sensing)
New Tools or Trends for Large-Scale Mapping and 3D Modelling (Second Edition) submission deadline 30 Sep 2026 | 4 articles | Viewed by 15074 | Submission Open
Keywords: remote sensing; topographic mapping; mobile mapping; data acquisition; sensors; LiDAR; UAVs (drone); feature extraction; 3D modelling; machine learning; data classification; forests modelling; digital twins; city information modelling (CIM); building information modelling (BIM); land information modelling (LAM); tree information modelling (TIM); processing quality
(This special issue belongs to the Section Environmental Remote Sensing)
Machine Learning and GeoAI for Remote Sensing Environmental Monitoring (2nd Edition)
edited by Haomin Yu and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 10535 | Submission Open
Keywords: spatio-temporal analysis; multi-source data fusion; environmental monitoring; predictive analytics; air quality monitoring; cloud pattern recognition; atmospheric remote sensing; transportation impact assessment; traffic-related air pollution
(This special issue belongs to the Section Environmental Remote Sensing)
Machine Learning for Spatiotemporal Remote Sensing Data (2nd Edition) submission deadline 30 Sep 2026 | 5 articles | Viewed by 10431 | Submission Open
Keywords: spatiotemporal modeling; spatiotemporal dependency; spatiotemporal prediction; spatiotemporal fusion; forecast; machine learning; deep learning; regression; classification; remote sensing; forecast
(This special issue belongs to the Section Environmental Remote Sensing)
Trends and Prospects in Hyperspectral Remote Sensing Images Processing and Analysis
edited by and
submission deadline 30 Sep 2026 | 4 articles | Viewed by 10043 | Submission Open
Keywords: hyperspectral image; object detection; deep learning; image processing; classification; anomaly detection; super-resolution; denoising; fusion; unmixing
(This special issue belongs to the Section Remote Sensing Image Processing)
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