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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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Remote Sensing of Ecosystem Structure and Function Dynamics Due to Climate Change and Human Activities (2nd Edition)
edited by , and
submission deadline 31 Jan 2027 | 5 articles | Viewed by 13483 | Submission Open
Keywords: ecosystem structure; ecosystem function; ecological protection; biodiversity; nature reserves; carbon sequestration; climate change
(This special issue belongs to the Section Ecological Remote Sensing)
Application of Remote Sensing in Landscape Ecology
edited by and
submission deadline 31 Jan 2027 | 4 articles | Viewed by 7307 | Submission Open
Keywords: remote sensing; landscape ecology; image analysis; environmental indicators; lidar; radar; ecosystem services; spatial analysis; machine learning; drones; multispectral; digital elevation model; UAV; satellite imagery; radiotracking; digital sound recording; landscape fragmentation
(This special issue belongs to the Section Ecological Remote Sensing)
Advances in Remote Sensing for Burned Area Mapping submission deadline 31 Jan 2027 | 4 articles | Viewed by 6228 | Submission Open
Keywords: burn areas’ detection and mapping; geo-informatics; fire severity; fire regime; biomass loss; wildland–urban interface (WUI) fires; three-dimensional modeling; image processing
(This special issue belongs to the Section Earth Observation for Emergency Management)
Artificial Intelligence and Remote Sensing Applied to Forest Management: Advances in Machine Learning and Deep Learning Applications submission deadline 31 Jan 2027 | 4 articles | Viewed by 5901 | Submission Open
Keywords: multispectral; hyperspectral; lidar; radar; photogrammetry; UAV; deep learning; machine learning; neural networks
(This special issue belongs to the Section Biogeosciences Remote Sensing)
The Application of Nighttime Remote Sensing in Achieving the Sustainable Development Goals (Second Edition)
edited by and
submission deadline 31 Jan 2027 | 3 articles | Viewed by 5550 | Submission Open
Keywords: sustainable development goals; social indicators; land use planning; environmental conservation; artificial intelligence
(This special issue belongs to the Section Urban Remote Sensing)
Advanced Application of Artificial Intelligence and Machine Vision in Remote Sensing (Fourth Edition)
edited by Hossein M. Rizeei
submission deadline 31 Jan 2027 | 4 articles | Viewed by 4357 | Submission Open
Keywords: artificial intelligence (AI); machine vision (MV); machine learning (ML); geospatial information systems (GIS); optimisation; spatial framework; deep learning (DL)
(This special issue belongs to the Section AI Remote Sensing)
Monitoring and Restoration of Mining-Impacted Ecosystems Using Remote Sensing Technology submission deadline 31 Jan 2027 | 4 articles | Viewed by 4139 | Submission Open
Keywords: multi-source remote sensing data; remote sensing technology; mining ecosystem; ecological restoration; ecosystem structure and function
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing of Climate Change Influences on Urban Ecology submission deadline 31 Jan 2027 | 2 articles | Viewed by 3469 | Submission Open
Keywords: urban ecology; climate change; nature-based solutions; urban wetlands; green infrastructure; environmental justice; urban forestry; remote sensing; ecosystem services; urban sustainability; urban biodiversity
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in High-Resolution Crop Mapping at Large Spatial Scales
edited by and Pengliang Wei
submission deadline 31 Jan 2027 | 4 articles | Viewed by 3246 | Submission Open
Keywords: high-resolution crop mapping; remote sensing for agriculture; large-scale crop monitoring; multi-source satellite data; crop classification; machine learning in agriculture; temporal dynamics of crops; agricultural change detection; precision agriculture; remote sensing applications in food security
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Lightweight Artificial-Intelligence Techniques for Remote-Sensing Image Processing
edited by , Qiwen Jin, and
submission deadline 31 Jan 2027 | 2 articles | Viewed by 2483 | Submission Open
Keywords: multimodal learning; image matching and registration; efficient image fusion; hyperspectral imaging; land cover mapping; object detection; change detection; lightweight deep learning; remote sensing image enhancement
(This special issue belongs to the Section Remote Sensing Image Processing)
New Trends on Remote Sensing Applications to Mineral Deposits (Third Edition) submission deadline 31 Jan 2027 | 1 articles | Viewed by 2469 | Submission Open
Keywords: mineral exploration; multispectral and hyperspectral data; sar data; machine learning; deep learning; satellite data; raw materials
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Emulation and Surrogate Modeling in Remote Sensing: Advances, Challenges and Applications submission deadline 31 Jan 2027 | 2 articles | Viewed by 2286 | Submission Open
Keywords: emulation; surrogate modeling; radiative transfer models; machine learning/deep learning; uncertainty quantification; atmosphere, vegetation, and land surface retrievals; hyperspectral and multispectral data; data assimilation; cloud computing and HPC
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing in Space Geodesy and Cartography Methods (Fourth Edition)
edited by , , and Tzu-pang Tseng
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1934 | Submission Open
Keywords: GNSS; LiDAR; satellite gravimetry; satellite altimetry; optical/multispectral/hyperspectral/SAR remote sensing; space geodetic technique; deep space detection
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Multi-Source Remote Sensing for Terrestrial Vegetation and Ecosystem Services Mapping
edited by Richard Crabbe and
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1579 | Submission Open
Keywords: image classification; SAR; LiDAR; UAV; mapping mosses and lichens; mapping grasslands; mapping groundwater-dependent ecosystems; mapping mangroves; machine learning and deep learning; mapping invasive plants
(This special issue belongs to the Section Ecological Remote Sensing)
Advances in Scene Understanding with Hyperspectral Remote Sensing: From Data Benchmarks to Applications
edited by , , Shou Feng, and Zhiyong Lv
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1489 | Submission Open
Keywords: remote sensing; hyperspectral image processing; benchmarking datasets; spectral unmixing; target detection; classification/segmentation; hyperspectral applications
(This special issue belongs to the Section Remote Sensing Image Processing)
InSAR Innovations: Advances in Remote Sensing for Geohazard Monitoring
edited by and Feifeng Liu
submission deadline 31 Jan 2027 | 3 articles | Viewed by 1333 | Submission Open
Keywords: InSAR; InSAR data processing; radar interferometry; geohazard monitoring; deformation measurement
(This special issue belongs to the Section Engineering Remote Sensing)
Remote Sensing and GIS for Environmental Analysis and Cultural Heritage (2nd Edition) submission deadline 31 Jan 2027 | 1 articles | Viewed by 1233 | Submission Open
Keywords: climate change and CH site preservation; advanced change detection techniques for CH; monitoring of CH sites; 3D mapping and M Modeling for CH preservation; mapping hazards; risk mapping; geospatial standards; GIS-BIM integration
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Remote Sensing Applications in Ocean Observation—4th Edition
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1183 | Submission Open
Keywords: ocean remote sensing; internal waves; eddies; oil spills; algal blooms; sea ices; rogue waves; upwelling; bathymetry; air–sea interaction; marine debris; AI in ocean remote sensing
(This special issue belongs to the Section Ocean Remote Sensing)
Geohazard Mapping, Monitoring and Prediction with Advanced Remote Sensing Techniques submission deadline 31 Jan 2027 | 2 articles | Viewed by 1168 | Submission Open
Keywords: geohazards; remote sensing; InSAR; unmanned aerial vehicles; machine learning; deep learning
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing Applications for Environmental Monitoring and Land Changes submission deadline 31 Jan 2027 | Viewed by 1137 | Submission Open
Keywords: remote sensing and environmental monitoring; AI and machine learning for remote sensing; land use and land cover change analysis; hyperspectral, lidar, optical and radar applications; climate change impact and disaster risk management; big data, cloud-based geospatial processing; data fusion in geospatial analysis; sustainable land management and policy applications
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Lithosphere–Atmosphere–Ionosphere Coupling Prior to Earthquakes and Other Natural Hazards: Second Edition
edited by , and Cristiano Fidani
submission deadline 31 Jan 2027 | Viewed by 1006 | Submission Open
Keywords: earthquake; precursors; LAIC; ground-based observations; satellite observations; ionospheric disturbances; volcano eruptions; extreme weather; geomagnetic storms/substorms; natural hazards
(This special issue belongs to the Section Atmospheric Remote Sensing)
Innovations in 3D Terrain Modeling Through Advanced Remote Sensing
edited by Ermioni Eirini Papadopoulou, and
submission deadline 31 Jan 2027 | 1 articles | Viewed by 824 | Submission Open
Keywords: 3D mapping; remote sensing; 3D modeling; 3D point cloud; LiDAR; UASs; DEM\DSM; geospatial data processing
(This special issue belongs to the Section Engineering Remote Sensing)
Numerical Modeling and AI-Driven Remote Sensing for Coastal Geomorphology Monitoring
edited by Jun Cheng and
submission deadline 31 Jan 2027 | 1 articles | Viewed by 790 | Submission Open
Keywords: multi-platform remote sensing; sensor fusion; LIDAR monitoring; AI and cloud-based analytics; shoreline erosion; coastal resilience
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Multi-Sensor Remote Sensing and Advanced Computational Frameworks for Landslide Detection and Predictive Modeling submission deadline 31 Jan 2027 | 1 articles | Viewed by 727 | Submission Open
Keywords: earth observation data—remote sensing technology; geographic information systems; machine learning, soft computing; landslide susceptibility, hazardous, and risk mapping; explainable AI in landslide phenomena prediction
(This special issue belongs to the Section Earth Observation for Emergency Management)
Deep Fusion and Analysis of Hyperspectral and Multi-Source Remote Sensing Data via Advanced AI
edited by , , Xu Sun and Minghua Wang
submission deadline 31 Jan 2027 | Viewed by 546 | Submission Open
Keywords: multi-source data fusion; foundation model; frontier applications; hyperspectral image analysis; remote sensing; deep learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Hyperspectral Remote Sensing Imagery for Object Detection
edited by , and
submission deadline 31 Jan 2027 | Viewed by 531 | Submission Open
Keywords: hyperspectral remote sensing; object detection; explainable AI (XAI); spectral-spatial feature fusion; domain-specific applications
(This special issue belongs to the Section Remote Sensing Image Processing)
Explainable AI Methods for Remote Sensing Images Interpretation
edited by and Didier Gueriot
submission deadline 31 Jan 2027 | Viewed by 487 | Submission Open
Keywords: explainability vs. interpretability; ante-hoc vs. post-hoc methods; global vs. local explanations; model agnostic vs. model specific explanation; algorithm unwrapping; target recognition, image/data segmentation, image registration, detection change
(This special issue belongs to the Section Remote Sensing Image Processing)
Advancing Polar Cryosphere Science with Remote Sensing: From Snow Cover to Sea Ice Dynamics submission deadline 31 Jan 2027 | Viewed by 387 | Submission Open
Keywords: snow; ice; remote sensing; ice dynamics; ice concentration; snow cover and albedo
(This special issue belongs to the Section Ocean Remote Sensing)
New Progress of Building and Engineering Structure Health Monitoring Based on Remote Sensing Technology
edited by Shumin Wang, and Haiming Zhang
submission deadline 31 Jan 2027 | Viewed by 366 | Submission Open
Keywords: structural health monitoring; multi-source remote sensing data; InSAR; damage identification; deformation prediction; artificial intelligence
(This special issue belongs to the Section Engineering Remote Sensing)
Agrometeorology Remote Sensing: Monitoring, Forecasting and Assessment submission deadline 31 Jan 2027 | Viewed by 179 | Submission Open
Keywords: agrometeorology; remote sensing; machine learning; climate-smart agriculture; crop yield prediction; soil moisture and evapotranspiration; drought monitoring and early warning; crop phenology; precision agriculture; decision support systems
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Deep Learning for SAR Remote Sensing: Advanced Object Analysis and Feature Extraction
edited by Yueting Zhang and Guangyao Zhou
submission deadline 31 Jan 2027 | Viewed by 177 | Submission Open
Keywords: synthetic aperture radar (SAR); object analysis; feature extraction; artificial intelligence (AI); target detection, identification, and classification; data fusion; SAR applications; SAR-specific phenomena
(This special issue belongs to the Section Remote Sensing Image Processing)
Deep Learning for SAR Target Detection and Instance Segmentation
edited by Yingying Kong, , and Jinglu He
submission deadline 31 Jan 2027 | Viewed by 170 | Submission Open
Keywords: synthetic aperture radar (SAR); SAR target detection; instance segmentation; deep learning; physics-guided learning; attention mechanisms
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing Monitoring of Urban Vegetation
edited by , Liming Du, and
submission deadline 31 Jan 2027 | 1 articles | Viewed by 165 | Submission Open
Keywords: urban vegetation; urban forests and street trees; canopy structure and canopy height; LiDAR (airborne/UAV/spaceborne); InSAR/PolInSAR/TomoSAR; multi-sensor fusion; time-series monitoring and change detection; ecosystem services assessment and spatial decision support; deep learning/foundation models; validation and uncertainty quantification
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing Assessment of Land Degradation for Sustainable Development
edited by and
submission deadline 31 Jan 2027 | Viewed by 161 | Submission Open
Keywords: land degradation; remote sensing assessment; sustainable development; desertification; machine learning; earth observation; ecological monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Synergistic Earth Observation for Advanced Soil Moisture Datasets
edited by , Nemesio Rodriguez-Fernandez, Olivier Merlin and
submission deadline 31 Jan 2027 | Viewed by 151 | Submission Open
Keywords: soil moisture datasets; synergistic Earth observation; multi-source data integration; active and passive microwave remote sensing; downscaling and data fusion; soil moisture validation; representativeness error; uncertainty characterization; long-term harmonized records; AI-ready earth observation data
(This special issue belongs to the Section Earth Observation Data)
AI Technology in Change Detection for High-Resolution Remote Sensing Images
edited by , Xunqiang Gong, Jue Wang, and
submission deadline 31 Jan 2027 | Viewed by 149 | Submission Open
Keywords: high-resolution remote sensing; artificial intelligence; change detection; foundation models; vision-language models; generative AI; physics-informed
(This special issue belongs to the Section Remote Sensing Image Processing)
Multi-Modal Deep Learning for Remote Sensing Image Classification
edited by , and Cong Zhang
submission deadline 31 Jan 2027 | Viewed by 146 | Submission Open
Keywords: remote sensing image processing; computer vision; deep learning; image fusion; multi-modal learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing for Accurate Identification of Marine Targets
edited by Zhanchao Huang, and Shou Feng
submission deadline 31 Jan 2027 | Viewed by 143 | Submission Open
Keywords: marine object detection; deep learning; vessel monitoring; mariculture facilities identification; sea ice monitoring; multi-source data fusion; marine foundation models
(This special issue belongs to the Section Ocean Remote Sensing)
Advanced Remote Sensing Techniques for Shallow Seafloor Mapping and Bathymetry
edited by Zhipeng Dong, Wenxue Xu and Kai Guo
submission deadline 31 Jan 2027 | Viewed by 140 | Submission Open
Keywords: marine surveying; satellite derived bathymetry; spaceborne laser bathymetry; airborne laser bathymetry; optical remote sensing satellite imagery; SAR satellite imagery
(This special issue belongs to the Section Ocean Remote Sensing)
Advanced Remote Sensing of Water Cycle Components: Measurements, Hydrological Applications and Uncertainty Quantification
edited by and
submission deadline 31 Jan 2027 | Viewed by 133 | Submission Open
Keywords: precipitation retrieval; water-balance closure; uncertainty propagation; evapotranspiration; extremes and nowcasting; physics-informed ML; bias correction; validation/benchmarking; hydrological risk; multi-sensor fusion
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Ecosystem Diversity Observation Based on Multi-Source Remote Sensing Data submission deadline 31 Jan 2027 | Viewed by 129 | Submission Open
Keywords: remote sensing; urban green ecosystem; desert ecosystem; ecosystem diversity; ecosystem services and functions; multisource remote sensing; biodiversity monitoring; habitat heterogeneity; functional diversity; temporal dynamic analysis; multiscale mapping; vegetation structural parameters; species distribution models; conservation priority planning
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing of Climate Change Impacts on Ecological, Agricultural, and Water Resources submission deadline 31 Jan 2027 | Viewed by 113 | Submission Open
Keywords: climate change; remote sensing; ecological monitoring; drought/flooding and impacts; water resources and terrestrial water storage (TWS); time-series analysis; satellite observation; unmanned aerial vehicle and ground observation; machine learning and deep learning; compound disaster events; agricultural disaster and crop yields; land use and cover change; vegetation phenology
(This special issue belongs to the Section Environmental Remote Sensing)
Machine Learning Techniques Applied to Geospatial Technologies and Remote Sensing submission deadline 31 Jan 2027 | Viewed by 101 | Submission Open
Keywords: deep learning; image process; time-series analysis; environmental monitoring; precision agriculture; urban analysis; disaster assessment; earth system sciences
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Earth Observation for Quantifying Sustainable Development Goals
edited by , , Min Cao and
submission deadline 31 Jan 2027 | Viewed by 98 | Submission Open
Keywords: earth observation; remote sensing for geospatial science; EO-to-SDG quantification chain; SDG synergies and trade-offs; multi-source data fusion; validation and uncertainty; SDG interlinkages; spatial spillover; uncertainty quantification; sustainable development goal quantification
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Advanced InSAR for High-Resolution Topography and Deformation Monitoring: Methods, Multi-Source Data Fusion, and Applications submission deadline 31 Jan 2027 | Viewed by 97 | Submission Open
Keywords: InSAR; formation-flying InSAR; high-resolution topographic reconstruction; deformation monitoring; SAR data processing; earth observation; digital surface model (DSM) generation
(This special issue belongs to the Section Earth Observation for Emergency Management)
Multi-Source Remote Sensing of Urban, Forest and Wetland Ecosystems
edited by
submission deadline 31 Jan 2027 | Viewed by 89 | Submission Open
Keywords: data fusion; LiDAR; deep learning; ecosystem monitoring; multispectral remote sensing
(This special issue belongs to the Section Environmental Remote Sensing)
Image Quality in Remote Sensing Data: Metrics, Enhancement and Impact on AI-Driven Analysis submission deadline 31 Jan 2027 | Viewed by 86 | Submission Open
Keywords: remote sensing image quality; image quality assessment; image enhancement and restoration; task-driven evaluation; AI-driven remote sensing; object detection and segmentation; multispectral and hyperspectral imagery; UAV and underwater remote sensing; uncertainty and robustness; data fusion and calibration
(This special issue belongs to the Section Remote Sensing Image Processing)
AI-Driven Remote Sensing Technologies for Precision Agriculture
edited by , Graham Ferrier and
submission deadline 31 Jan 2027 | Viewed by 86 | Submission Open
Keywords: thermal hyperspectral remote sensing; precision agriculture; artificial intelligence; deep learning; crop mapping; crop diseases and pests; yield prediction; precision irrigation management; UAV
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Multi-Source Remote Sensing Data Fusion for Urban Digital Twin Construction
edited by and
submission deadline 31 Jan 2027 | Viewed by 85 | Submission Open
Keywords: urban digital twins; multi-source remote sensing; spatiotemporal data fusion; multi-modal datasets; smart cities; solid geometry 3D reconstruction; operation and maintenance
(This special issue belongs to the Section Urban Remote Sensing)
Advanced Remote Sensing for Polar Sea Ice Monitoring submission deadline 31 Jan 2027 | Viewed by 80 | Submission Open
Keywords: sea ice; remote sensing; sea ice concentration; sea ice classification; sea ice thickness; snow on sea ice; albedo; sea ice-ice shelf interaction; melt ponds
(This special issue belongs to the Section Ocean Remote Sensing)
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