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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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Multi-Source Remote Sensing for Forest Canopy Structure and Biomass Estimation
edited by , Armando Marino, Zhanmang Liao, Lei Shi, and
submission deadline 31 Dec 2026 | Viewed by 428 | Submission Open
Keywords: forest AGB estimation; forest monitoring; LiDAR technology; SAR technology; optical images; artificial intelligence (AI); multi-modal; deep learning
(This special issue belongs to the Section Forest Remote Sensing)
Remote Sensing and In-Situ Characterization of Desert Dust Outbreaks: From Sources to Climate Impact submission deadline 31 Dec 2026 | Viewed by 374 | Submission Open
Keywords: remote sensing; desert dust; atmospheric aerosols; climate change; sensing techniques; dust outbreak; health effects; nutrient transport; trace elements transport
(This special issue belongs to the Section Environmental Remote Sensing)
Hydro-Geoinformatics and Advanced Remote Sensing Technologies for Sustainable Agriculture submission deadline 31 Dec 2026 | Viewed by 362 | Submission Open
Keywords: precision agriculture; sustainable agricultural management; hydro-geoinformatics and ai; phenological mapping; crop pattern analysis and crop yield prediction; soil–water–crop dynamics; soil moisture estimation; multisource data fusion (polarimetric SAR, LiDAR, multi-/hyper-spectral)
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Application of Multi-Sensor Remote Sensing to Investigate Water Energy Balance Process
edited by Linan Guo, Yanhong Wu and
submission deadline 31 Dec 2026 | Viewed by 350 | Submission Open
Keywords: water energy balance; thermodynamic processes; climate change; data assimilation; remote sensing in water environments; water resources
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Solar Radiation Absorbed by Land Surfaces (Second Edition) submission deadline 31 Dec 2026 | Viewed by 347 | Submission Open
Keywords: land surface albedo; incoming solar radiation; aerosols, clouds, BRDF; photovoltaic; radiative forcing; validation; climate change/mitigation; earth radiation budget; applications of radiation products
(This special issue belongs to the Section Environmental Remote Sensing)
Image Formation, Super-Resolution, Deblurring, and Feature Enhancement for Satellite Remote Sensing
edited by Yesheng Gao and
submission deadline 31 Dec 2026 | 1 articles | Viewed by 340 | Submission Open
Keywords: satellite remote sensing; image super-resolution; image deblurring; feature enhancement; multi-sensor data fusion; image reconstruction; motion compensation; ground/air moving target indication; spaceborne synthetic/inverse synthetic aperture radar
(This special issue belongs to the Section Remote Sensing Image Processing)
Integrated Retrieval of Atmospheric Temperature and Humidity by Hyperspectral Microwave Radiometers
edited by and
submission deadline 31 Dec 2026 | Viewed by 339 | Submission Open
Keywords: hyperspectral microwave radiometer; integrated retrieval; temperature and humidity profile; calibration and validation; end-to-end simulation/OSSE; data assimilation impact
(This special issue belongs to the Section Atmospheric Remote Sensing)
Deep Learning-Driven Remote Sensing Images Interpretation and Multi-Source Collaborative Detection submission deadline 31 Dec 2026 | Viewed by 332 | Submission Open
Keywords: deep learning; remote sensing interpretation; multi-source data fusion; multi-source collaborative detection; object detection; land use/land cover classification; change detection; multi-sensor integration
(This special issue belongs to the Section Remote Sensing Image Processing)
Recent Advances in Multi-Platform SAR for Surface and Structural Deformation Monitoring submission deadline 31 Dec 2026 | Viewed by 325 | Submission Open
Keywords: InSAR (interferometric SAR); surface deformation monitoring; multi-platform SAR; Ground-based radar (GBSAR); UAV-SAR
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Mapping of Nearshore Bio-Geomorphology with Uncrewed Platforms
edited by
submission deadline 31 Dec 2026 | Viewed by 324 | Submission Open
Keywords: coastal seafloor; drone; geomorphology; seafloor mapping; multi-temporal; benthic habitats; bathymetry; bedforms; biogenic reefs
High-Resolution Remote Sensing Applications in Precision Geoscience and Infrastructure Planning
edited by
submission deadline 31 Dec 2026 | Viewed by 321 | Submission Open
Keywords: high-resolution remote sensing; precision geoscience; infrastructure planning; UAV remote sensing; LiDAR; digital elevation models; SAR and InSAR; geospatial data integration
(This special issue belongs to the Section Engineering Remote Sensing)
Multi-Source Remote Sensing Data Fusion for Crop Yield Prediction Through AI and Agro-Hydrological Advances
edited by Aparna Ravindra Phalke, , , and
submission deadline 31 Dec 2026 | Viewed by 310 | Submission Open
Keywords: remote sensing; multi-source data fusion; crop monitoring; crop yield prediction; evapotranspiration (ET); irrigation mapping; agro-hydrological modeling; machine learning; computer vision; time-series analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Satellite Remote Sensing of Ocean Waves and Marine Dynamics
edited by , and Yunhua Wang
submission deadline 31 Dec 2026 | Viewed by 308 | Submission Open
Keywords: satellite remote sensing; ocean waves; marine dynamics; wave parameter retrieval; synthetic aperture radar (SAR); radar altimetry; GNSS reflectometry (GNSS-R); ocean surface monitoring
(This special issue belongs to the Section Ocean Remote Sensing)
Multi-Platform Remote Sensing for Geological Cartography and Disaster Assessment
edited by and Yuancheng Huang
submission deadline 31 Dec 2026 | Viewed by 256 | Submission Open
Keywords: multi-platform remote sensing; geological cartography; geohazards; cryospheric hazards; glacier surges; landslides; GLOFs; active tectonics; InSAR; LiDAR; UAV/drone; optical and SAR data fusion; artificial intelligence; machine learning; deep learning; small-sample learning; change detection; deformation monitoring; disaster risk assessment; early warning; climate change adaptation; sustainable development
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Multi-Source Remote Sensing for Cryosphere Change and Its Cascading Effects
edited by Wenfeng Chen, and
submission deadline 31 Dec 2026 | Viewed by 249 | Submission Open
Keywords: cryosphere change; multi-source remote sensing; glacier mass balance; glacial lake; snow cover; permafrost degradation; cryospheric interactions; cascading hazards; hydrological response; multi-sensor data fusion; deep learning
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Hyperspectral Remote Sensing for Complex Scene Understanding and Practical Applications
edited by , Lina Zhuang, and
submission deadline 31 Dec 2026 | Viewed by 216 | Submission Open
Keywords: hyperspectral remote sensing; hyperspectral image processing; remote sensing applications; subpixel information extraction; feature extraction; classification; change detection; anomaly detection; object detection
(This special issue belongs to the Section Remote Sensing Image Processing)
Explainable and Trustworthy AI for Earth Observation Applications and Geospatial Science submission deadline 31 Dec 2026 | Viewed by 210 | Submission Open
Keywords: explainable AI (XAI); trustworthy AI; geospatial AI (GeoAI); physics-informed AI; deep learning; interpretable deep learning
(This special issue belongs to the Section AI Remote Sensing)
Calibration in Hyperspectral Remote Sensing: Bridging Theory and Application
edited by Yaokai Liu, Qijin Han and
submission deadline 31 Dec 2026 | Viewed by 206 | Submission Open
Keywords: hyperspectral remote sensing; radiometric calibration; spectral calibration; parameter inversion; atmospheric correction; mineral exploration; vegetation biophysical parameters; data fusion; uncertainty quantification
Next-Generation GPR Imaging and AI-Powered Subsurface Geospatial Analysis submission deadline 31 Dec 2026 | Viewed by 190 | Submission Open
Keywords: ground-penetrating radar; GPR imaging; subsurface geospatial analysis; artificial intelligence; deep learning; subsurface target detection; non-destructive testing; infrastructure inspection; multimodal data fusion
(This special issue belongs to the Section Engineering Remote Sensing)
Spatiotemporal Deformation Monitoring with InSAR: New Advances, New Datasets, and New Applications in the NISAR Era
edited by , , Rishabh Dutta and Sanaz Vajedian
submission deadline 31 Dec 2026 | Viewed by 187 | Submission Open
Keywords: InSAR; NISAR; deformation monitoring; SAR; cloud computing; InSAR applications
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
AI-Driven Multi-Source Remote Sensing Data Optimization for Atmospheric Aerosol and Cloud Quantitative Monitoring
edited by Weizhen Hou and
submission deadline 31 Dec 2026 | Viewed by 184 | Submission Open
Keywords: aerosol optical depth; cloud properties; multi-source remote sensing; spatiotemporal data; machine learning; applications in climate; air quality and environment
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in Semantic Segmentation of High-Resolution Remote Sensing
edited by , Yunyun Dong, and Zhihao Wang
submission deadline 31 Dec 2026 | Viewed by 175 | Submission Open
Keywords: high-resolution remote sensing imagery (HRRSI); semantic segmentation; robust pattern recognition; multi-modal fusion; large multi-modal models; intelligent interpretation
(This special issue belongs to the Section Remote Sensing Image Processing)
Multi-Scale Remote Sensing for Environmental Situational Awareness: From Satellite to Drone
edited by
submission deadline 31 Dec 2026 | Viewed by 162 | Submission Open
Keywords: multi-scale remote sensing; environmental situational awareness; UAV and drone remote sensing; satellite earth observation; data fusion and sensor integration; environmental monitoring; harmful algal blooms and water quality; environmental forensic engineering; machine learning for remote sensing; operational monitoring frameworks
(This special issue belongs to the Section Environmental Remote Sensing)
Lidar Remote Sensing of Clouds and Aerosols
edited by Haofei Wang and Guangyao Dai
submission deadline 31 Dec 2026 | Viewed by 156 | Submission Open
Keywords: lidar remote sensing; vertical structure of clouds and aerosols; cloud and aerosol interaction; stratospheric and boundary layer aerosols; active–passive sensor fusion; lidar data quality assessment; lidar design and simulation; atmospheric radiation transfer simulation
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing, Image Semantic Segmentation, and Feature Extraction
edited by
submission deadline 31 Dec 2026 | Viewed by 143 | Submission Open
Keywords: remote sensing; semantic segmentation; feature extraction; deep learning; multimodal data; domain adaptation; high-resolution imagery; earth observation; dataset; image analysis
(This special issue belongs to the Section Remote Sensing Image Processing)
LiDAR and Terrestrial Laser Scanning for Environmental Monitoring, Agricultural Analysis, and Environmental Infrastructure Analytics
edited by
submission deadline 31 Dec 2026 | Viewed by 117 | Submission Open
Keywords: terrestrial laser scanning ; LiDAR; ecosystem and environment monitoring; agricultural analysis; change detection; forest resource assessment; tree morphology and classification; infrastructure analytics; surveying mapping and monitoring; digital twin
(This special issue belongs to the Section Environmental Remote Sensing)
Advanced Vegetation Monitoring and Dynamics by Remote Sensing Techniques
edited by
submission deadline 31 Dec 2026 | Viewed by 116 | Submission Open
Keywords: remote sensing; vegetation dynamics; terrestrial laser scanning (TLS); multi-sensor data fusion; forest inventory; biomass estimation; time-series analysis; ecosystem monitoring 
(This special issue belongs to the Section Forest Remote Sensing)
Efficient Representation Learning in Hyperspectral Remote Sensing: Dimensionality Reduction Methods and Intelligent Interpretation Applications submission deadline 31 Dec 2026 | Viewed by 113 | Submission Open
Keywords: hyperspectral remote sensing; dimensionality reduction; representation learning; intelligent interpretation; machine learning; deep learning; image classification; target detection; band selection; feature extraction
(This special issue belongs to the Section Remote Sensing Image Processing)
Multi-Platform Remote Sensing for Bathymetric Mapping and Aquatic Monitoring
edited by and Oktawia Specht
submission deadline 31 Dec 2026 | Viewed by 92 | Submission Open
Keywords: bathymetric mapping; aquatic monitoring; remote sensing; earth observation; UAV; USV; LiDAR; multi-platform remote sensing; multi-source data fusion; artificial intelligence
(This special issue belongs to the Section Ocean Remote Sensing)
Monitoring and Assessment of Ecohydrological Evolution of River–Lake–Wetland Systems Based on Remote Sensing Big Data
edited by and
submission deadline 10 Jan 2027 | 4 articles | Viewed by 5397 | Submission Open
Keywords: remote sensing big data; ecohydrological evolution; river–lake–coastal wetland systems; ecological monitoring; hydrological assessment; machine learning; data analytics
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Advanced Remote Sensing for Next-Generation Smart Agriculture: Innovations, Integration, and Applications
edited by , , Qiaomin Chen and
submission deadline 14 Jan 2027 | 5 articles | Viewed by 9146 | Submission Open
Keywords: smart agriculture; remote sensing; Unmanned Aerial Vehicles (UAVs); satellite imagery; Hyperspectral & Multispectral Imaging; LiDAR; Artificial Intelligence (AI); crop monitoring; yield prediction
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing Applications in Urban Environment and Climate
edited by , , Ying-Bao Yang and Zhengyuan Zhu
submission deadline 15 Jan 2027 | 6 articles | Viewed by 16236 | Submission Open
Keywords: land use/cover change; urban climate; urban sustainability; urban extreme events; environmental inequality; human–environmental interactions; urban ecology; building energy use
(This special issue belongs to the Section Urban Remote Sensing)
Microwave Remote Sensing on Ocean Observation
edited by and
submission deadline 15 Jan 2027 | 6 articles | Viewed by 5754 | Submission Open
Keywords: ocean dynamic parameter retrieval; detection of marine dynamic phenomena and artificial targets; advanced forward modeling of ocean scattering and emission; data fusion and reconstruction of multi-source ocean products; deep learning/artificial intelligence in ocean remote sensing; scatterometer/radiometer/SAR/GNSS-reflectometry; scale effect analysis; Polarization theory and Polarimetric SAR applications in ocean remote sensing
(This special issue belongs to the Section Ocean Remote Sensing)
Advances in Remote Sensing of the Polar Ice with High Frequency (HF) to L-Band Radar
edited by , , and Pedro Fidel Espín-López
submission deadline 15 Jan 2027 | 1 articles | Viewed by 2497 | Submission Open
Keywords: ice sounding radar; system design; signal processing; Antarctic; Arctic; mountain glaciers; subglacial conditions; snow cover; sea ice; satellite and aerial cryosphere
(This special issue belongs to the Section Engineering Remote Sensing)
Recent Advances in InSAR for Deformation Monitoring and Earth Surface Process Analysis submission deadline 15 Jan 2027 | 6 articles | Viewed by 2101 | Submission Open
Keywords: InSAR ; deformation monitoring; earth surface processes; time-series analysis; natural hazards; geohazards; infrastructure health monitoring
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Revolutionizing Earth Observation: Convolutional Neural Networks Innovations in Remote Sensing and Environmental Monitoring
edited by , Massimiliano Gargiulo, and
submission deadline 15 Jan 2027 | Viewed by 1275 | Submission Open
Keywords: artificial intelligence; deep learning; convolutional Neural Networks (CNNs); generative Adversarial Networks (GANs); earth observation; remote sensing; image processing; data fusion; super resolution
(This special issue belongs to the Section Earth Observation Data)
Deep Learning-Driven Cloud and Haze Mitigation: Advancements in Remote Sensing Image Restoration
edited by Jie Han, and
submission deadline 15 Jan 2027 | 1 articles | Viewed by 691 | Submission Open
Keywords: deep learning; dehazing; cloud removal; image restoration; multi-modal fusion; restoration quality; remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Urban Sprawl and Urban Sustainability: High-Resolution Remote-Sensing Image Analytics
edited by , and
submission deadline 15 Jan 2027 | Viewed by 510 | Submission Open
Keywords: remote sensing; deep learning; multi-sensor/ multi-modal data fusion; image classification; change detection; time-series image analysis; semantic segmentation; urban sustainability
(This special issue belongs to the Section Remote Sensing Image Processing)
Earthquake Fault Traces, Surface Deformation, and Secondary Hazards Revealed by High-Resolution Remote Sensing Data
edited by Peng Liang, Kang Li, and Jihong Liu
submission deadline 15 Jan 2027 | Viewed by 438 | Submission Open
Keywords: active fault; surface rupture; tectonic geomorphology; seismic hazard; machine learning; UAV; LIDAR; InSAR; high-resolution satellite imagery
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Landslide Deformation Monitoring and Prediction with Multi-Source Remote Sensing
edited by Ryan Kromer
submission deadline 15 Jan 2027 | Viewed by 371 | Submission Open
Keywords: landslide deformation; multi-source remote sensing; InSAR; UAV-based sensing; data fusion; 4D deformation monitoring
(This special issue belongs to the Section Earth Observation for Emergency Management)
HF Radar Remote Sensing from Coastal to Offshore Platforms: Monitoring Marine Environments and Detecting Surface Targets
edited by , , Haijian Zhang and Jiurui Zhao
submission deadline 15 Jan 2027 | Viewed by 351 | Submission Open
Keywords: HF radar; target detection and tracking; sea state inversion; data quality control and evaluation; offshore platforms; multi-source data fusion
(This special issue belongs to the Section Ocean Remote Sensing)
Machine Learning for Remote-Sensing Data Processing and Analysis
edited by Maria Kaselimi, , and
submission deadline 20 Jan 2027 | 2 articles | Viewed by 2054 | Submission Open
Keywords: machine learning and deep learning for satellite, UAV and aerial-image analysis; data fusion of multispectral, hyperspectral, SAR, LiDAR and other sensors; change detection, segmentation, classification and object detection; generative AI, foundation models and self-supervised learning for remote sensing; interpretable, explainable and physics-informed machine learning; spatiotemporal modeling and prediction; AI-driven environmental monitoring and climate applications; applications in precision agriculture, urban analytics, water resources, forestry and natural-hazard assessment, including wildfires and earthquakes; machine learning for geoscience applications, including mineral and ore deposits exploration, mine-land monitoring, open-pit mine management and safety, mine recovery and geochemical pattern analysis; benchmark datasets, open-source tools and reproducibility in remote-sensing ML
(This special issue belongs to the Section Remote Sensing Image Processing)
Artificial Intelligence-Based Remote Sensing for Weather and Climate
edited by Fan Meng and Yangang Liu
submission deadline 20 Jan 2027 | 2 articles | Viewed by 1464 | Submission Open
Keywords: machine learning; deep learning; satellite meteorology; weather forecasting; climate change; tropical cyclones; data assimilation; atmospheric remote sensing; extreme weather events; physics-informed AI
(This special issue belongs to the Section Atmospheric Remote Sensing)
Multimodal Learning for Intelligent Remote Sensing Interpretation
edited by Wenkai Zhang, Yue Zhang and
submission deadline 20 Jan 2027 | 1 articles | Viewed by 821 | Submission Open
Keywords: AI algorithm; VLM models; cross-modal retrieval; visual grounding; image caption; object detection and recognition; semantic segmentation; multi-modal change-detection; spatio-temporal semantic understanding
(This special issue belongs to the Section Remote Sensing Image Processing)
Foundation Models and Intelligent Agents for Remote Sensing
edited by , and
submission deadline 20 Jan 2027 | Viewed by 559 | Submission Open
Keywords: foundation models; intelligent agents; multi-modal large language models (MLLMs); remote sensing interpretation; geospatial reasoning; spatiotemporal analysis
(This special issue belongs to the Section Remote Sensing Image Processing)
Cutting-Edge Algorithms and Characteristic Geo-Applications with Remote Sensing
edited by Xuanwen Tao, and
submission deadline 20 Jan 2027 | Viewed by 367 | Submission Open
Keywords: remote sensing; hyperspectral image; image classification; feature extraction; artificial intelligence; image processing
(This special issue belongs to the Section Remote Sensing Image Processing)
Robust and Trustworthy AI for SAR and Multi-Modal Remote Sensing Change Detection
edited by Muhammad Shahzad, , and
submission deadline 20 Jan 2027 | Viewed by 238 | Submission Open
Keywords: deep learning for remote sensing; multi-modal remote sensing; SAR-optical fusion; speckle-robust deep learning; SAR image change detection
(This special issue belongs to the Section AI Remote Sensing)
Integrating Artificial Intelligence and Remote Sensing for Wildfire Detection, Monitoring and Management
edited by
submission deadline 25 Jan 2027 | 2 articles | Viewed by 5720 | Submission Open
Keywords: artificial intelligence; wildfire; bushfire risk modelling and reduction; earth and space science informatics; environmental assessment and monitoring; photogrammetry and remote sensing; natural hazards; image processing; machine learning
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing Modelling and Measuring Snow Cover and Snow Albedo submission deadline 25 Jan 2027 | 4 articles | Viewed by 3508 | Submission Open
Keywords: snow cover; snow albedo; light-absorbing particles; radiative forcing; Earth radiation budget
(This special issue belongs to the Section Atmospheric Remote Sensing)
Satellite Remote Sensing of Quantifying Greenhouse Gases Emissions
edited by Ruixue Lei, Xueying Yu and Leyang Feng
submission deadline 30 Jan 2027 | 2 articles | Viewed by 1823 | Submission Open
Keywords: greenhouse gas emissions; satellite remote sensing; CO2, CH4 retrieval; inversion algorithms; data assimilation; OCO-2, TROPOMI, GOSAT; machine learning; emission monitoring; carbon flux estimation
(This special issue belongs to the Section Environmental Remote Sensing)
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