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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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Advances in Remote Sensing Technologies for Carbon Emissions Monitoring, Reporting, and Verification
edited by Zhen Zhang, , and
submission deadline 15 Sep 2026 | Viewed by 150 | 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)
Robust Perception in Open and Data-Limited Environments: From Earth to Deep Space
edited by Bobo Xi, , and
submission deadline 15 Sep 2026 | Viewed by 148 | 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)
Advances in Remote Sensing for SAR Target Recognition with Deep Learning
edited by
submission deadline 15 Sep 2026 | Viewed by 147 | 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)
Calibration and Validation of Remote Sensing Satellites
edited by , and Xingming Zheng
submission deadline 15 Sep 2026 | Viewed by 137 | 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 Surface Deformation Monitoring Using SAR Interferometry (Second Edition)
edited by Yuedong Wang, Lijia He, and Huiqiang Wang
submission deadline 15 Sep 2026 | Viewed by 111 | 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)
Chinese Satellite Remote Sensing Data Processing and Intelligent Analysis
edited by , and Yi Zeng
submission deadline 15 Sep 2026 | Viewed by 104 | 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)
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 104 | 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)
Advancing Marine Biodiversity Monitoring and Ecology Through Remote Sensing and Data Science
edited by Laura Martín-García and
submission deadline 15 Sep 2026 | Viewed by 103 | 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)
Spaceborne Clouds and Precipitation Radar
edited by
submission deadline 15 Sep 2026 | Viewed by 102 | 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 92 | 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)
Cross-Modal Learning and Pattern Recognition in Multisource Remote Sensing
edited by Xia Yuan, and
submission deadline 15 Sep 2026 | Viewed by 90 | 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)
Trends and Prospects in SAR Data Applications
edited by Xingchao Cui, Hao Wu and
submission deadline 15 Sep 2026 | Viewed by 79 | 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 | 6 articles | Viewed by 7032 | 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)
Hydrological Modeling in the Age of AI and Remote Sensing
edited by , Lu Zhuo, and
submission deadline 28 Sep 2026 | Viewed by 174 | 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 | Viewed by 159 | 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)
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 | Viewed by 119 | 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)
New Tools or Trends for Large-Scale Mapping and 3D Modelling (Second Edition) submission deadline 30 Sep 2026 | 3 articles | Viewed by 13583 | 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)
Multimodal Remote Sensing Data Fusion, Analysis and Application
edited by , Yuting Wan, Zhuo Zheng, and
submission deadline 30 Sep 2026 | 6 articles | Viewed by 13308 | 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)
Machine Learning for Spatiotemporal Remote Sensing Data (2nd Edition) submission deadline 30 Sep 2026 | 5 articles | Viewed by 9418 | 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)
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 9017 | 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)
Trends and Prospects in Hyperspectral Remote Sensing Images Processing and Analysis
edited by and
submission deadline 30 Sep 2026 | 4 articles | Viewed by 8732 | 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)
Advances in Remote Sensing Image Target Detection and Recognition
edited by
submission deadline 30 Sep 2026 | 6 articles | Viewed by 6790 | Submission Open
Keywords: semi-supervised learning; few-shot learning; long-tail distribution; domain adaptation; open-vocabulary; zero-shot learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Photogrammetry and Remote Sensing in Environmental and Engineering Applications (Second Edition) submission deadline 30 Sep 2026 | 2 articles | Viewed by 6218 | Submission Open
Keywords: photogrammetry; remote sensing; laser scanning; close-range sensors; UAV sensors; airborne sensors; satellite sensors; data integration and synergy
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing for Landscape Dynamics
edited by , Wei Han, and
submission deadline 30 Sep 2026 | 4 articles | Viewed by 6177 | Submission Open
Keywords: landscape dynamics; land use/land cover change; landscape pattern analysis; remote sensing; machine learning; time series analysis; landscape resilience; land degradation and recovery; geospatial modeling; multi-sensor data fusion; vegetation monitoring; large language models
(This special issue belongs to the Section Environmental Remote Sensing)
Advanced Technology for Remote Sensing Image Analysis and Applications
edited by , Haixia Bi, , and
submission deadline 30 Sep 2026 | 6 articles | Viewed by 6062 | Submission Open
Keywords: remote sensing; deep learning; classification; image fusion; segmentation; enhancement; cross-domain
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances of Optics Imaging Technologies for Environmental Remote Sensing
edited by and Xin Tan
submission deadline 30 Sep 2026 | 1 articles | Viewed by 5903 | Submission Open
Keywords: spectral imaging; lidar; miniaturized optical sensor; multi-sensor integration; disaster response (wildfire; flood); pollution monitoring; AI-driven environmental analytics
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing and GIScience for Natural Hazard Mitigation and Resilience
edited by Mohamed Aly, , Yaqian He and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 5239 | Submission Open
Keywords: remote sensing; GIScience; natural hazards; disaster mitigation; resilience; risk assessment; disaster response; recovery strategies; satellite imagery; geospatial modeling
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Enhancing Geological Remote Sensing with Cutting-Edge Sensor Technologies submission deadline 30 Sep 2026 | 2 articles | Viewed by 4809 | Submission Open
Keywords: remote sensing; geological applications; hyperspectral imaging; synthetic aperture radar; cutting-edge sensor innovations
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing and Time-Series Analysis to Track Ecosystem Transitions submission deadline 30 Sep 2026 | 2 articles | Viewed by 4670 | Submission Open
Keywords: remote sensing; ecosystem transitions; time-series analysis; machine learning; ecological connectivity; environmental degradation; ecological restoration; predictive models; LiDAR; UAVs
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Collaborative Learning for Multimodal Remote Sensing Analysis: Methods, Techniques and Applications
edited by Mingyang Zhang, Puzhao Zhang, Xiangming Jiang and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 4550 | Submission Open
Keywords: deep learning; collaborative learning; remote sensing analysis; computational intelligence; regular optimization
(This special issue belongs to the Section Remote Sensing Image Processing)
Progress in Estimating, Monitoring, and Modelling Wildfire Fuel Loads Using Remote Sensing
edited by , Paulo Jose Murillo-Sandoval, Li Zhao and Colleen Bryant
submission deadline 30 Sep 2026 | 2 articles | Viewed by 4534 | Submission Open
Keywords: fuel loads; bushfires; wildfires; fuel flammability; fuel moisture content (FMC); live/dead fuel biochemistry; hyperspectral imagery; fire monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing for Natural Resources and Environmental Management of Arid and Semi-Arid Regions
edited by Chong Wang, and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 4375 | Submission Open
Keywords: vegetation dynamics; ecosystem services; carbon cycle/sequestration; soil moisture; evaporation; water quality; scale effects; climate change
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Quantifying Greenhouse Gases Emissions from Remote Sensing Perspective
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 4304 | Submission Open
Keywords: greenhouse gas emissions; satellite remote sensing; atmospheric inversion; data assimilation; climate change monitoring; GHG retrieval algorithms; environmental policy
(This special issue belongs to the Section Atmospheric Remote Sensing)
Early Warning Systems and Real-Time Monitoring for Geohazards by Remote Sensing Techniques
edited by Yingfeng Zhang, , and Qi Ou
submission deadline 30 Sep 2026 | 2 articles | Viewed by 3664 | Submission Open
Keywords: earthquakes; volcanic eruptions; landslides; earth observation; geohazards; optical imagery; SAR imagery; UAV; hazard detection and mapping; geohazard monitoring; geohazard modeling
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing in Clouds and Precipitation Physics
edited by , , Yong Zeng and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 3491 | Submission Open
Keywords: clouds and precipitation; remote sensing; aerosol– cloud– precipitation interactions; cloud physics and dynamics parameterizations; extreme precipitation events; weather and climate
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing for Maritime Monitoring
edited by Peng Liu, and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 3374 | Submission Open
Keywords: marine pollution detection; ship monitoring; maritime traffic situation awareness; multi-source remote sensing; image process and analysis
(This special issue belongs to the Section Ocean Remote Sensing)
Artificial Intelligence and Machine Learning for Multi-Modal and Multi-Spectral Remote Sensing Image Processing
edited by , Tao Gao, and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 3144 | Submission Open
Keywords: deep learning; transformer; diffusion model; multi-modal remote sensing data; multi-spectral remote sensing data; feature representation; feature fusion; remote sensing interpretation
(This special issue belongs to the Section AI Remote Sensing)
Integration of Remote Sensing and GIS to Forest and Grassland Ecosystem Monitoring (Second Edition)
edited by Xiuchun Yang, , and Yungang Cao
submission deadline 30 Sep 2026 | 5 articles | Viewed by 2994 | Submission Open
Keywords: remote sensing; geographic information systems (GISs); forest ecosystem; grassland ecosystem; key ecosystem parameters; vegetation change; biodiversity assessment; land cover change; carbon sequestration; ecosystem degradation; ecosystem resilience; wildfire monitoring; environmental conservation
(This special issue belongs to the Section Forest Remote Sensing)
Remote Sensing Target Recognition and Detection: Theory and Applications (Second Edition)
edited by and Mingyang Zhang
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2672 | Submission Open
Keywords: target recognition; target detection; deep learning; neural networks; image classification; image processing
(This special issue belongs to the Section AI Remote Sensing)
Artificial Intelligence-Driven Methods for Remote Sensing Target and Object Detection (Third Edition) submission deadline 30 Sep 2026 | 2 articles | Viewed by 2567 | Submission Open
Keywords: remote sensing; target detection; artificial intelligence; machine learning; deep learning; object detection; new datasets
(This special issue belongs to the Section AI Remote Sensing)
Artificial Intelligence for Optical Remote Sensing Image Processing
edited by and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 2395 | Submission Open
Keywords: artificial intelligence for science; optical remote sensing; image processing; geographic information system; noise reduction and image enhancement; feature extraction and semantic segmentation; super-resolution reconstruction; satellite imagery; computer vision; multimodal data integration; heatwave warning; disaster management; crop monitoring; environmental monitoring; urban planning; infrastructure inspection
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing for Natural and Urban Scene Understanding and Applications
edited by , Jinhu Wang, , and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2271 | Submission Open
Keywords: remote sensing; point clouds; 3D scene understanding; object extraction; classification; environmental monitoring; urban planning
(This special issue belongs to the Section Environmental Remote Sensing)
Spatial Modeling and Analysis with Geographical and Remote Sensing Data
edited by Jinming Sha, and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 2263 | Submission Open
Keywords: artificial intelligence in gis and remote sensing; spatial data modeling; data fusion; spatiotemporal analysis; big data analytics; urban planning and environmental monitoring; cloud computing for geospatial data
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Advances in Multispectral Image Processing for Land Use and Land Cover Mapping
edited by Zhuohong Li, Junjue Wang, Haonan Guo and Jiaqi Zou
submission deadline 30 Sep 2026 | 3 articles | Viewed by 2081 | Submission Open
Keywords: multispectral remote sensing; land use and land cover (LULC) mapping; data fusion and multimodal integration; urban; forest; and agricultural mapping; advanced deep learning model; foundation models for mapping
(This special issue belongs to the Section Remote Sensing Image Processing)
Target Recognition and Detection Based on High Resolution Radar Images (Second Edition)
edited by , , , Lixiang Ma and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2048 | Submission Open
Keywords: high-resolution radar images; synthetic aperture radar (SAR); target detection; target recognition; deep learning; machine learning; image processing
(This special issue belongs to the Section Remote Sensing Image Processing)
Nighttime Light Remote Sensing Products for Sustainable Development Goals (SDGs)
edited by and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 1983 | Submission Open
Keywords: nighttime light remote sensing; Sustainable Development Goals (SDGs); socioeconomic applications; urbanization; energy consumption and carbon emissions; poverty and inequality assessment; light pollution
(This special issue belongs to the Section Urban Remote Sensing)
Planetary Geologic Mapping and Remote Sensing (Third Edition) submission deadline 30 Sep 2026 | 2 articles | Viewed by 1974 | Submission Open
Keywords: planetary geology; planetary topography and geomorphology; planetary chronology; planetary spectrum; planetary remote sensing; geologic structures; geologic mapping; planetary composition; planetary GIS; planetary exploration missions; landing sites
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Remote Sensing Technologies in Precision Agriculture: From Ground Vehicles to Aerial and Handheld Platforms
edited by Renato Herrig Furlanetto, Xu 'Kevin' Wang, and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1784 | Submission Open
Keywords: precision agriculture; crop monitoring; AI techniques
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Recent Developments in Remote Sensing Instruments, Technologies, and Results for Aerosol and Cloud Measurements (Second Edition)
edited by Matthew McGill
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1655 | Submission Open
Keywords: clouds; cloud radiative effects; aerosols; aerosol radiative effects; cloud– aerosol interactions; aerosol transport; diurnal variability; remote sensing
(This special issue belongs to the Section Atmospheric Remote Sensing)
Artificial Intelligence and Remote Sensing Applications in Natural Ecology Monitoring submission deadline 30 Sep 2026 | 1 articles | Viewed by 1624 | Submission Open
Keywords: artificial intelligence; remote sensing; natural ecology; machine learning; deep learning; data fusion; biodiversity monitoring; ecosystem dynamics; species distribution modeling; climate change ecology
(This special issue belongs to the Section Ecological Remote Sensing)
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