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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 Satellite Image Interpretation: Deep Learning-Driven Multi-Modal Land Cover Classification
edited by and
submission deadline 28 Feb 2027 | Viewed by 128 | Submission Open
Keywords: deep learning; multimodal remote sensing; land cover classification; data fusion; vision transformers; geospatial foundation models; explainable AI; earth observation
(This special issue belongs to the Section Environmental Remote Sensing)
State of the Art of Geomagnetic/Electromagnetic Satellites: Science and Applications (Third Edition)
edited by , , Yongxin Gao and
submission deadline 28 Feb 2027 | Viewed by 120 | Submission Open
Keywords: electromagnetic satellite; geomagnetic field disturbances; ionospheric perturbations; space weather; natural hazards; lithosphere–atmosphere–ionosphere coupling model; artificial intelligence technology
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Remote Sensing of Leaf Trait, Canopy Structure, Ecosystem Function and Services submission deadline 28 Feb 2027 | Viewed by 117 | Submission Open
Keywords: leaf traits; canopy structure; ecosystem functions; ecosystem services; spectroscopy; LiDAR; plant phenomics; cross-scale modeling; geospatial foundation models
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Rethinking Remote Sensing from the Perspective of Visual Understanding: Enhancement, Fusion, Classification, Detection and Segmentation
edited by , Xin Lyu and
submission deadline 28 Feb 2027 | Viewed by 115 | Submission Open
Keywords: remote sensing; visual understanding; image enhancement; data fusion; scene classification; object detection; semantic segmentation; multimodal learning; foundation models; earth observation
(This special issue belongs to the Section Remote Sensing Image Processing)
Multi-Source Remote Sensing Data for Meteorology and Atmospheric Sciences submission deadline 28 Feb 2027 | Viewed by 113 | Submission Open
Keywords: multi-source remote sensing; data fusion; atmospheric parameter retrieval; satellite meteorology; cloud and aerosol remote sensing; precipitation radar; lidar atmospheric sensing; machine learning; extreme weather monitoring; climate data records
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advanced Algorithms and Techniques for Remote Sensing Image Processing (Second Edition)
edited by Yuting Wan, Yang Chen and Junjue Wang
submission deadline 28 Feb 2027 | Viewed by 113 | Submission Open
Keywords: remote sensing; multi-model; deep learning; semantic segmentation; object detection; change detection; real-time processing; disaster emergency assessment; urban management and sustainable development; ecological risk assessment
(This special issue belongs to the Section Remote Sensing Image Processing)
New Paradigms and Advances in Intelligent Remote Sensing for Land Systems
edited by
submission deadline 28 Feb 2027 | Viewed by 105 | Submission Open
Keywords: multimodal remote sensing large models; geoscience mechanism-embedded intelligent remote sensing; remote sensing intelligent agent; autonomous land system decision-making; spatio-temporal modeling of land system; urban land monitoring; forest ecosystem remote sensing monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Vegetation Structure, Biomass, and Carbon Dynamics
edited by , and
submission deadline 28 Feb 2027 | Viewed by 103 | Submission Open
Keywords: vegetation structure; aboveground biomass (AGB); belowground biomass (BGB); carbon stocks; forest biomass; biomass mapping; carbon mapping; vegetation height; canopy structure; canopy cover; forest inventory; remote sensing; allometric modeling; ecosystem carbon
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Advanced Lidar Remote Sensing for Atmosphere, Vegetation, and Ocean Observations (Second Edition)
edited by Boming Liu, Zhiyu Zhang and
submission deadline 28 Feb 2027 | Viewed by 91 | Submission Open
Keywords: lidar remote sensing; aerosol and clouds; boundary layer; leaf and canopy; lidar bathymetry; photon-counting lidar; high-spectral-resolution lidar
(This special issue belongs to the Section Atmospheric Remote Sensing)
LiDAR Remote Sensing Signal Processing for Intelligent Interpretation
edited by
submission deadline 28 Feb 2027 | Viewed by 88 | Submission Open
Keywords: LiDAR point cloud; pattern recognition; semantic segmentation; object detection; deep learning; data fusion; 3D reconstruction; feature extraction; change detection; intensity image
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing for Mineral Exploration: Current Progress and Future Vision (2nd Edition)
edited by , Zhifang Zhao and Deshuai Yuan
submission deadline 28 Feb 2027 | Viewed by 88 | Submission Open
Keywords: remote sensing; mineral exploration; multispectral and hyperspectral; lithology; mineralization; deep learning
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing for Low-Altitude Wind Field Retrieval in Complex Environments
edited by , Chun Shen and
submission deadline 28 Feb 2027 | Viewed by 85 | Submission Open
Keywords: low-altitude wind field; retrieval; remote sensing; lidar; hazardous wind detection; aviation safety; UAV path planning
(This special issue belongs to the Section Atmospheric Remote Sensing)
Dynamic Monitoring of Geological Hazards Using InSAR and Optical Remote Sensing
edited by and
submission deadline 28 Feb 2027 | Viewed by 80 | Submission Open
Keywords: multi-sensor data fusion; landslide; subsidence; earthquake; spatiotemporal evolution; change detection; time-series InSAR; deep learning for hazard detection
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Uncertainty Quantification in AI-Driven Remote Sensing of Air Quality and Wildfires: Methods, Benchmarks, and Applications
edited by Anusha Srirenganathan Malarvizhi and
submission deadline 28 Feb 2027 | Viewed by 78 | Submission Open
Keywords: uncertainty quantification; AI-driven remote sensing; air quality monitoring; wildfire smoke; probabilistic modeling; conformal prediction; uncertainty propagation; operational environmental monitoring
(This special issue belongs to the Section Atmospheric Remote Sensing)
Fusing Point Clouds for 3D Forest Monitoring and Structural Parameter Retrieval submission deadline 28 Feb 2027 | Viewed by 76 | Submission Open
Keywords: point cloud fusion; 3D forest monitoring; forest remote sensing; LiDAR; multi-sensor data fusion; forest structural parameter retrieval; artificial intelligence; geometric deep learning; digital twins; precision forestry
(This special issue belongs to the Section Forest Remote Sensing)
Multi-Sensor Sea Surface Temperature: From Observations to Ocean Applications
edited by , , and Neeraj Agarwal
submission deadline 28 Feb 2027 | Viewed by 75 | Submission Open
Keywords: sea surface temperature (SST); satellite remote sensing; multi-sensor data fusion; artificial intelligence; coastal remote sensing; high-resolution SST; climate change; operational oceanography; digital twin of the ocean; data assimilation
(This special issue belongs to the Section Ocean Remote Sensing)
Remote Sensing and Artificial Intelligence for Urban Monitoring and Digital Twins
edited by and Erica Isabella Parisi
submission deadline 28 Feb 2027 | Viewed by 70 | Submission Open
Keywords: remote sensing; artificial intelligence; urban monitoring; digital twins; geospatial AI; earth observation; UAV; smart cities; deep learning; multimodal data fusion
(This special issue belongs to the Section Urban Remote Sensing)
Artificial Intelligence and Image Processing for Geospatial Remote Sensing
edited by Xin He, Yushi Chen, Jinghui Yang and
submission deadline 28 Feb 2027 | Viewed by 60 | Submission Open
Keywords: artificial intelligence (AI); machine learning; deep learning; image processing; geospatial remote sensing; earth observation; satellite imagery; UAV remote sensing; hyperspectral imaging; multispectral imaging; synthetic aperture radar (SAR); image classification; object detection; semantic segmentation; change detection; data fusion; environmental monitoring; land cover and land use mapping; precision agriculture; urban mapping; disaster monitoring; climate change assessment; feature extraction; computer vision; explainable artificial intelligence (XAI)
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Radar and Photo-Electronic Multi-Modal Intelligent Fusion
edited by , , Jianhua Shi and
submission deadline 10 Mar 2027 | 4 articles | Viewed by 2988 | 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)
Advances in Remote Sensing of the Inland and Coastal Water Zones (3rd Edition) submission deadline 15 Mar 2027 | 4 articles | Viewed by 7642 | Submission Open
Keywords: coastal zone; coastal geomorphology; inland waters; shoreline change/erosion; ecosystem; water parameters; water level; bathymetry; topo-bathymetry; geodata processing; data fusion; LIDAR; spatial big data; satellite remote sensing; algal blooms; 3D modelling; spatial mapping; image processing and analysis; machine learning; digital elevation/bathymetric models
(This special issue belongs to the Section Ecological Remote Sensing)
Ship Imaging, Detection and Recognition for High-Resolution SAR
edited by , , , Lijia Huang and
submission deadline 15 Mar 2027 | 7 articles | Viewed by 6899 | Submission Open
Keywords: SAR; ship imaging; ship detection; ship recognition; motion estimation; clutter suppression; maritime surveillance
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing Satellites Calibration and Validation: 2nd Edition
edited by Yonghua Jiang, and Litao Li
submission deadline 15 Mar 2027 | 4 articles | Viewed by 4214 | Submission Open
Keywords: new calibration method; accuracy of satellite calibration; challenge of satellite calibration
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Advances in Artificial Intelligence and Multi-Source Remote Sensing for Surface Hydrology
edited by and Liguang Jiang
submission deadline 15 Mar 2027 | 4 articles | Viewed by 4175 | Submission Open
Keywords: multi-source remote sensing; surface water monitoring; satellite altimetry; SWOT mission; GRACE gravimetry; hydrological modeling; AI-based methods; climate change impacts; flood and drought monitoring; transboundary river basins
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing Data Preprocessing and Calibration
edited by Qi Ming and Xudong Zhao
submission deadline 15 Mar 2027 | 4 articles | Viewed by 3650 | 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)
AI-Enhanced Remote Sensing and Land Surface Modeling for Terrestrial Hydrology and Climate Systems
edited by , and Qing Yang
submission deadline 15 Mar 2027 | 2 articles | Viewed by 3625 | Submission Open
Keywords: Artificial Intelligence (AI); land surface model; remote sensing data assimilation; hydroclimatic extremes; climate modeling; human–environment interactions; hydrometeorological variables monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Advanced AI Technology for Remote Sensing Analysis (Second Edition)
edited by Guangliang Cheng, Shuchang Lyu and
submission deadline 15 Mar 2027 | 5 articles | Viewed by 2957 | Submission Open
Keywords: multi-modality images; image fusion; cross-domain adaptation; visual–linguistic models; multi-modality downstream tasks; remote sensing; pattern analysis; advanced AI technology; image segmentation/detection and change detection
(This special issue belongs to the Section AI Remote Sensing)
State of the Art in Land Cover Classification and Mapping: Building Up Digital Twins of Earth submission deadline 15 Mar 2027 | 2 articles | Viewed by 2636 | Submission Open
Keywords: classification; mapping; classification systems; land cover; remote sensing images; scale; resolution; semantics; spectral–spatial–temporal features; phenology; pattern analysis; machine learning; rule bases; accuracy metrics and assessment; uncertainty; confusion matrix; mixed pixels; sampling; reference samples; image interpretation
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Remote Sensing-Guided Land-Use Optimization for Carbon Neutrality submission deadline 15 Mar 2027 | 4 articles | Viewed by 2201 | 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)
The Applications of Remote Sensing, Machine Learning, and Deep Learning in Atmospheric Radiative Transfer submission deadline 15 Mar 2027 | 1 articles | Viewed by 1994 | Submission Open
Keywords: atmospheric radiative transfer; remote sensing detection; machine learning; deep learning; parameterization of physical processes; collaborativeinversion of multi-source
(This special issue belongs to the Section Atmospheric Remote Sensing)
Monitoring Urban Environment from Space
edited by Yong Xue, and
submission deadline 15 Mar 2027 | 2 articles | Viewed by 1825 | Submission Open
Keywords: land use/land cover change; urban heat island; air pollution mapping; sustainable cities; earth observation; machine learning; multi-sensor fusion; climate resilience; big data analytics; disaster risk assessment
(This special issue belongs to the Section Urban Remote Sensing)
Advances in Surface Deformation Monitoring Using SAR Interferometry (Second Edition)
edited by Yuedong Wang, Lijia He, and Huiqiang Wang
submission deadline 15 Mar 2027 | 3 articles | Viewed by 1759 | 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)
Recent Advances in SAR Object Detection submission deadline 15 Mar 2027 | 2 articles | Viewed by 1640 | 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)
Application of Satellite Data for Lightning Mapping submission deadline 15 Mar 2027 | 1 articles | Viewed by 1632 | Submission Open
Keywords: lightning; lightning climatology; spaceborne sensors; forecasting; nowcasting; GLM; LMI; LI; lightning mapping
(This special issue belongs to the Section Atmospheric Remote Sensing)
Calibration and Validation of Remote Sensing Satellites
edited by , and Xingming Zheng
submission deadline 15 Mar 2027 | 4 articles | Viewed by 1615 | 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)
Robust Perception in Open and Data-Limited Environments: From Earth to Deep Space
edited by Bobo Xi, , and
submission deadline 15 Mar 2027 | 1 articles | Viewed by 1110 | 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)
Precise Parameter Estimation in Remote Sensing Observations: From Satellite Corrections, Atmospheric Delay to Phase Unwrapping
edited by
submission deadline 15 Mar 2027 | 2 articles | Viewed by 1070 | 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)
Remote Sensing for Surface Biophysical Parameter Retrieval (2nd Edition): Cross-Scale Vegetation Biochemical and Structural Retrieval for Carbon and Ecosystem Monitoring
edited by Faisal Mumtaz, Shahid Naeem and
submission deadline 15 Mar 2027 | 1 articles | Viewed by 837 | Submission Open
Keywords: vegetation biochemical retrieval; leaf chlorophyll content; leaf area index; canopy radiative transfer; above-ground biomass; carbon cycle monitoring; ecosystem quality change; climate change; land-use transition; human settlement expansion; spectral invariant theory; hybrid inversion frameworks; uncertainty quantification
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Cross-Modal Learning and Pattern Recognition in Multisource Remote Sensing
edited by Xia Yuan, and
submission deadline 15 Mar 2027 | 1 articles | Viewed by 786 | 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)
Advancing Marine Biodiversity Monitoring and Ecology Through Remote Sensing and Data Science submission deadline 15 Mar 2027 | 1 articles | Viewed by 749 | 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)
Recent Advances and Future Vision for Remote Sensing of Cultural and Natural Heritage submission deadline 15 Mar 2027 | Viewed by 722 | Submission Open
Keywords: remote sensing; cultural heritage; natural heritage; natural hazards; cutting-edge technologies; disaster risk reduction; preservation; change detection; machine learning; decision support systems
Integrating Remote Sensing and Artificial Intelligence for Hydrological Variables Retrieval submission deadline 15 Mar 2027 | Viewed by 638 | 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)
Deep Neural Networks for Hyperspectral Image Classification
edited by Zhen Ye and
submission deadline 15 Mar 2027 | 1 articles | Viewed by 573 | Submission Open
Keywords: hyperspectral image classification; deep neural networks; hyperspectral image processing; spectral–spatial feature learning; band selection; intelligent remote sensing interpretation; attention mechanisms
(This special issue belongs to the Section Remote Sensing Image Processing)
Applications of Remotely Sensed Data in Hydrology and Climatology (Third Edition)
edited by
submission deadline 15 Mar 2027 | Viewed by 571 | 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 Land–Atmosphere Coupling
edited by , and Bin Yang
submission deadline 15 Mar 2027 | Viewed by 314 | Submission Open
Keywords: atmosphere; land surface; aerosol; trace gases; greenhouse gases; reflectance; land surface temperature; land cover; vegetation; ocean colour
(This special issue belongs to the Section Atmospheric Remote Sensing)
Trends and Prospects in SAR Data Applications
edited by Xingchao Cui, Hao Wu and
submission deadline 15 Mar 2027 | Viewed by 231 | 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)
Remote Sensing of Landscape Ecology Using Innovative Data and Approaches
edited by Zihan Lin and
submission deadline 15 Mar 2027 | Viewed by 228 | Submission Open
Keywords: landscape ecology; machine learning; land cover land use change (LCLUC); coupled natural and human systems; vegetation dynamics
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing of Snow Water Resources: Advances and Applications
edited by
submission deadline 15 Mar 2027 | Viewed by 221 | 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)
Physics-Informed Deep Learning for Earth Observation and Geophysical Remote Sensing Inversion
edited by Kailiang Lu and
submission deadline 15 Mar 2027 | Viewed by 189 | Submission Open
Keywords: physics-informed deep learning; scientific machine learning and neural operators; earth observation and remote sensing; remote sensing and geophysical inversion; differentiable modeling, surrogate modeling, and model order reduction; multimodal remote sensing–geophysical data fusion and uncertainty quantification
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Agentic Engineering and Multi-Agent Pipeline-Based Remote Sensing Data Analysis
edited by
submission deadline 15 Mar 2027 | Viewed by 63 | Submission Open
Keywords: multi-agent; agentic engineering; pipeline; autonomous reasoning chains
(This special issue belongs to the Section AI Remote Sensing)
Innovations in Remote Sensing Image Analysis submission deadline 20 Mar 2027 | 2 articles | Viewed by 3645 | Submission Open
Keywords: remote sensing; multimodal data; object-based image analysis; image segmentation and classification; deep learning; knowledge graph
(This special issue belongs to the Section Remote Sensing Image Processing)
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