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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 Sensor Design and Algorithm Development for Cloud Remote Sensing
edited by Zhonghui Tan, Weihua Ai and
submission deadline 31 May 2026 | 2 articles | Viewed by 1892 | Submission Open
Keywords: clouds and precipitation; sensor design; algorithm; radar simulator; satellite simulator; extreme weather
(This special issue belongs to the Section Atmospheric Remote Sensing)
Intelligent Perception of Disaster Information in Remote Sensing Imagery
edited by Yakun Xie, and Saeid Pirasteh
submission deadline 31 May 2026 | 1 articles | Viewed by 1885 | Submission Open
Keywords: disaster perception; artificial intelligence; multimodal data; emergency rescue; post-disaster reconstruction; geospatial big data
(This special issue belongs to the Section Remote Sensing Image Processing)
Recent Advances in the Processing of Hyperspectral Images (Second Edition) submission deadline 31 May 2026 | 1 articles | Viewed by 1729 | Submission Open
Keywords: remote sensing image processing; hyperspectral image; mixed pixels; machine learning; deep learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Multi-Source Remote Sensing Integrations in Geological Hazards Research
edited by Jie Zhao, , and
submission deadline 31 May 2026 | 2 articles | Viewed by 1541 | Submission Open
Keywords: data fusion; landslide; mudslide; ground collapse; earthquake; hazard monitoring; hazard assessment; hazard prediction
(This special issue belongs to the Section Earth Observation for Emergency Management)
ERA5 Climate Application in Cold and Arid Regions
edited by , Giuseppe Longo-Minnolo, and
submission deadline 31 May 2026 | 1 articles | Viewed by 1411 | Submission Open
Keywords: ERA5 application; cryospheric dynamics; climate changes in cold and arid regions; weather and climatic extremes; ERA5 downscaling techniques; global and regional climate models
(This special issue belongs to the Section Atmospheric Remote Sensing)
The Advancements in Aerosol, Cloud and Cloud–Aerosol Interaction by Remote Sensing
edited by , Lili Zhang and
submission deadline 31 May 2026 | 1 articles | Viewed by 1098 | Submission Open
Keywords: aerosol; cloud; satellite remote sensing; machine learning; climate effects; cloud detection; atmospheric particulate matter; dust; air quality; environment and health
(This special issue belongs to the Section Atmospheric Remote Sensing)
Automated Mapping and Monitoring of Soil Key Components and Functions Using Satellite Imagery and Artificial Intelligence Learning
edited by Fubo Zhao, and
submission deadline 31 May 2026 | 1 articles | Viewed by 935 | Submission Open
Keywords: soil carbon and nitrogen mapping; soil moisture monitoring; soil moisture mapping; soil sustainable management; climate change; land use change; deep learning machine learning
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
SAR Image Change Detection: From Hand-Crafted to Deep Learning
edited by , Ling Wan, and
submission deadline 31 May 2026 | 1 articles | Viewed by 879 | Submission Open
Keywords: deep learning for SAR image change detection; SAR change detection applications; multi-modal image change detection; multi-temporal data analysis; SAR change detection datasets
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing Imagery for Agricultural Monitoring and Precision Farming
edited by Lang Xia and
submission deadline 31 May 2026 | 1 articles | Viewed by 817 | Submission Open
Keywords: remote sensing imagery; artificial intelligence (AI); precision farming; crop health; crop mapping; yield prediction; sustainable agriculture; multi-sensor fusion; real-time monitoring; farmland infrastructure
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing for Ecohydrology
edited by Ayele Almaw Fenta and
submission deadline 31 May 2026 | Viewed by 776 | Submission Open
Keywords: ecohydrology; remote sensing; vegetation dynamics; water and sediment flux monitoring; evapotranspiration; soil moisture; water quality prediction; groundwater– surface water interaction; ecohydrological extremes; land use change impacts; climate change impacts; ecosystem-water interaction; hydrological modeling
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Recent Achievements in Remote Sensing-Based Archaeological Research submission deadline 31 May 2026 | Viewed by 762 | Submission Open
Keywords: VHR satellite imagery; close-range photogrammetry; SfM and 3D reconstruction; LiDAR data processing; ALS; TLS; MLS; BLS platforms; walls stratigraphy; coupling DL parameterization to dynamic models; SAR images processing for archaeological investigation; interior-environment 3D models
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Drone-Based Multi-Sensor Image Translation and Augmentation
edited by Min Sun and
submission deadline 31 May 2026 | Viewed by 669 | Submission Open
Keywords: multi-sensor image translation; drone image augmentation; image super-resolution; complex target classification; air-ground collaboration; multi-type sensor image fusion; image quality evaluation; UAV AI applications
(This special issue belongs to the Section Remote Sensing Image Processing)
Landslide Studies Integrating Remote Sensing and Geophysical Data (Second Edition) submission deadline 31 May 2026 | Viewed by 552 | Submission Open
Keywords: joint remote sensing and geophysical surveys; geophysical landslide monitoring; 3D data integration models; cross-validation of RS; ground-based; and subsurface information; visualization in extended reality
(This special issue belongs to the Section Environmental Remote Sensing)
Global Navigation Satellite System (GNSS) for Civil Aviation
edited by , Eugene Bang, Fuxin Yang and
submission deadline 31 May 2026 | Viewed by 446 | Submission Open
Keywords: multi-constellation global navigation satellite system; air navigation; integrity monitoring; global navigation satellite system jamming and spoofing; atmospheric delay; integrated positioning; fault detection and exclusion; precise positioning; machine learning; LEO navigation
(This special issue belongs to the Section Engineering Remote Sensing)
Remote Sensing of Inland Waters and Their Catchments (2nd Edition) submission deadline 31 May 2026 | Viewed by 371 | Submission Open
Keywords: inland waters; catchments; multispectral/hyperspectral sensors; data fusion; water body monitoring; water quality; flood disasters; AI algorithms; ecological balance; sustainable development
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Deep Neural Networks for Hyperspectral Remote Sensing Image Processing (Second Edition)
edited by , Enyu Zhao, and
submission deadline 31 May 2026 | Viewed by 340 | Submission Open
Keywords: deep neural networks; deep feature extraction; lightweight model; hyperspectral remote sensing images; thermal infrared; quantitative remote sensing; multi-sensor and multi-platform analyses; remote sensing applications
(This special issue belongs to the Section Remote Sensing Image Processing)
Landslide Detection Using Machine and Deep Learning
edited by
submission deadline 31 May 2026 | Viewed by 334 | Submission Open
Keywords: landslide detection; real-time monitoring; time series analysis; deep learning; machine learning
(This special issue belongs to the Section Earth Observation for Emergency Management)
Remote Sensing Observation Methods for Leaf Area Index (LAI)
edited by Weiliang Fan, and Meihong Fang
submission deadline 31 May 2026 | Viewed by 322 | Submission Open
Keywords: leaf area index; canopy structure; ground-based observation; satellite-based remote sensing; remote sensing inversion; ground-based remote sensing platform; remote sensing modeling
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advancements in Satellite and Ground-Based Retrievals for Aerosol and Cloud Characterization submission deadline 31 May 2026 | Viewed by 283 | Submission Open
Keywords: aerosols; clouds; satellite remote sensing; ground-based measurements; aerosol– cloud interactions; validation; machine learning; retrieval algorithms
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing Monitoring of Conservation Tillage submission deadline 31 May 2026 | Viewed by 251 | Submission Open
Keywords: conservation tillage; crop residue cover; remote sensing; tillage classification; spatiotemporal fusion; machine learning; sustainable agriculture; precision farming
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Intelligent Methods and Deep Learning Advances with Multimodal Remote Sensing Data for Environmental Hazard Applications submission deadline 31 May 2026 | Viewed by 206 | Submission Open
Keywords: environmental hazard; intelligent algorithms; deep learning; multimodal data; hyperspectral data; foundation models; interpretable AI; self-supervised learning; change detection; 3D reconstruction; AI4EO (artificial intelligence for earth observation)
(This special issue belongs to the Section Remote Sensing Image Processing)
Applications of Multi-Instrument Remote Sensing in Climate Change and Sustainability Monitoring
edited by , and Zhiliang Zhu
submission deadline 31 May 2026 | Viewed by 189 | Submission Open
Keywords: multi-instrument remote sensing; environment monitoring; sustainability assessment; airborne and ground-based sensors; optical and radar sensing; climate change monitoring; remote sensing big data; water– energy– food– health (WEFH) nexus; artificial intelligence (AI) and machine learning (ML)
(This special issue belongs to the Section Environmental Remote Sensing)
Advanced Applications of Artificial Intelligence in Remote Sensing Image Recognition (2nd Edition)
edited by Dong Ren, Huiqin Ma, Hang Sun and Li Liu
submission deadline 31 May 2026 | Viewed by 121 | Submission Open
Keywords: remote sensing; deep learning; remote sensing image interpretation; object detection; change detection; data fusion; environmental monitoring; remote sensing image quality enhancement and restoration  
(This special issue belongs to the Section AI Remote Sensing)
Forest Fire Monitoring Using Remotely Sensed Imagery
edited by
submission deadline 31 May 2026 | Viewed by 72 | Submission Open
Keywords: forest fire; productivity; water; hydrology; timber resources; fire operations
(This special issue belongs to the Section Forest Remote Sensing)
Multi-Sensor Fusion for UAV Remote Sensing: Deep Learning-Driven Target Detection in Complex Environments
edited by , Shisheng Guo and Yongping Song
submission deadline 31 May 2026 | Viewed by 58 | Submission Open
Keywords: UAV remote sensing; multi-sensor fusion; deep learning; complex environments; target detection; multimodal data registration
(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 May 2026 | Viewed by 56 | 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)
Advanced Application of Artificial Intelligence and Machine Vision in Remote Sensing (Fourth Edition)
edited by Hossein M. Rizeei
submission deadline 31 May 2026 | Viewed by 52 | 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)
Multi-Platform Hydrometeorological Monitoring and Analysis Using Remote Sensing (Second Edition) submission deadline 31 May 2026 | Viewed by 48 | Submission Open
Keywords: remote sensing of hydrology; weather radar; multi-platform analysis; soil moisture; precipitation; evapotranspiration; meteorology; weather reanalysis; flood and drought
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Recent Advances in Multi-Platform SAR for Surface and Structural Deformation Monitoring submission deadline 31 May 2026 | Viewed by 42 | 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)
Remote Sensing Advances in Spaceborne Laser Altimetry for High-Accuracy Elevation Modeling and Application
edited by and
submission deadline 1 Jun 2026 | Viewed by 238 | Submission Open
Keywords: spaceborne laser  altimetry; high-accuracy elevation modeling; calibration and validation; multi-source data integration; sensor technology; planetary and asteroids mapping
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Recent Progress in Hyperspectral Remote Sensing Data Processing
edited by Joan Serra-Sagristà, and
submission deadline 10 Jun 2026 | 6 articles | Viewed by 13805 | Submission Open
Keywords: hyperspectral data processing; remote sensing data processing; classification; segmentation; and detection; transmission and compression; machine-learning based remote sensing processing
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Remote Sensing and Digital Twins for Management of Civil Infrastructure Assets submission deadline 10 Jun 2026 | 1 articles | Viewed by 12389 | Submission Open
Keywords: digital twins; structural health monitoring (SHM); artificial intelligence (AI); UAV-based photogrammetry; terrestrial laser scanning (TLS); building and bridge information modeling (BIM/BrIM); 3D reconstruction and modeling; computer vision; bridge inspection; infrastructure inspection and assessment; infrastructure management systems; virtual reality (VR); augmented reality (AR)
(This special issue belongs to the Section Environmental Remote Sensing)
Application of Remote Sensing and Numerical Modelling in River, Estuarine and Coastal Environments
edited by , Lorenzo Melito and
submission deadline 10 Jun 2026 | 1 articles | Viewed by 3547 | Submission Open
Keywords: remote sensing; numerical modelling; flood risk; coastal erosion; waves; river flow; surface velocity; video monitoring; hydro-morphodynamics; CFD
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing Applications Along the Dead Sea Fault: From the Red Sea to Anatolia submission deadline 15 Jun 2026 | 5 articles | Viewed by 11083 | Submission Open
Keywords: Dead Sea  Fault; earth surface deformation; submarine groundwater discharge; multispectral analysis; InSAR; photogrammetry; machine-learning-based remote sensing analysis; vegetation patterns; land use; geomorphology
(This special issue belongs to the Section Remote Sensing Image Processing)
Algorithms Exploration of Land Surface Temperature Retrieval from Satellites Data
edited by Caixia Gao
submission deadline 15 Jun 2026 | 1 articles | Viewed by 793 | Submission Open
Keywords: thermal infrared sensors; atmospheric effect correction; land surface temperature and emissivity separation; land surface temperature downscaling; land surface temperature validation; artificial intelligence
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advanced Methods and Applications in SAR (Synthetic Aperture Radar) Image Target Detection and Recognition submission deadline 15 Jun 2026 | Viewed by 191 | Submission Open
Keywords: synthetic aperture radar (SAR); target detection and recognition; multi-modal information fusion; explainability
(This special issue belongs to the Section Remote Sensing Image Processing)
Multi-Temporal 3D Point Cloud Analysis for Heritage Site Monitoring and Preservation
edited by , Antonio Minervino Amodio and
submission deadline 15 Jun 2026 | Viewed by 92 | Submission Open
Keywords: 3D point clouds; cultural heritage; multi-temporal analysis; change detection; LiDAR; photogrammetry; heritage conservation; remote sensing
Remote Sensing-Driven Advances from Mesoscale to Convective-Scale Predictions: Process Modelling, Observations, Data Assimilation and Machine Learning
edited by and
submission deadline 15 Jun 2026 | Viewed by 88 | Submission Open
Keywords: mesoscale convective systems; data assimilation; numerical modelling; physical mechanisms; artificial intelligence
(This special issue belongs to the Section Atmospheric Remote Sensing)
Recent Progress in AI-Based Satellite Sensor Calibration and Remote Sensing Applications
edited by Daewon Chung, and Dochul Yang
submission deadline 15 Jun 2026 | Viewed by 53 | Submission Open
Keywords: calibration for high-quality remote sensing products; validation for high-quality remote sensing products; calibration and validation of constellation satellite missions; AI application for high-quality remote sensing products; application for high-quality remote sensing products; remote sensing preprocessing; image processing; deep learning; MML; VLM; and encoders; AI agents
(This special issue belongs to the Section Earth Observation Data)
Multi-Source Remote Sensing for Agricultural Water and Soil Management
edited by and
submission deadline 20 Jun 2026 | Viewed by 96 | Submission Open
Keywords: multi-source remote sensing; soil moisture; evapotranspiration; data fusion; machine learning; deep learning; precision agriculture; soil and crop health  ; agricultural field management
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in GIS and Remote Sensing Applications in Natural Hazards submission deadline 28 Jun 2026 | 5 articles | Viewed by 18642 | Submission Open
Keywords: GIS; natural hazards; remote sensing; vulnerability; machine learning
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing of Soil Moisture and the Dynamics of Soil–Vegetation Systems submission deadline 28 Jun 2026 | 5 articles | Viewed by 18599 | Submission Open
Keywords: vegetation water stress; surface and sub-surface soil moisture; solar-thermal spectra; evapotranspiration; arid and semi-arid ecosystems; vegetation productivity; water deficit in agricultural lands
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in 3D Reconstruction with High-Resolution Satellite Data submission deadline 28 Jun 2026 | 2 articles | Viewed by 6725 | Submission Open
Keywords: satellite photogrammetry; dense image matching; semantic 3D reconstruction; realistic 3D reconstruction; 3D scene understanding; multi-model 3D reconstruction
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Integrating Deep Learning with Image Perception for Advanced Remote Sensing Applications
edited by Xin He, Yushi Chen, Jinghui Yang and
submission deadline 28 Jun 2026 | 4 articles | Viewed by 6520 | Submission Open
Keywords: deep learning; remote sensing data analysis; hyperspectral classification; multimodal remote sensing data fusion; deep learning-based SAR methods
(This special issue belongs to the Section AI Remote Sensing)
Using Remote Sensing Technology to Quantify Greenhouse Gas Emissions
edited by , and Tianqi Shi
submission deadline 28 Jun 2026 | 3 articles | Viewed by 6166 | Submission Open
Keywords: greenhouse gas emissions; CO2; CH4; N2O; flux inversion; point sources; space– ground-based remote sensing; hyperspectral and LiDAR remote sensing; OCO-2/3 GOSAT TROPOMI TANSAT DQ-1
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in SAR Remote Sensing for Landslide Monitoring and Hazard Assessment
edited by Wanji Zheng, , Zhong Lu and
submission deadline 28 Jun 2026 | 2 articles | Viewed by 2481 | Submission Open
Keywords: Synthetic Aperture Radar (SAR); Interferometric Synthetic Aperture Radar (InSAR); landslide monitoring; ground deformation; multi-temporal analysis; data fusion; deep learning
(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 28 Jun 2026 | Viewed by 414 | 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)
Advances in GNSS Remote Sensing for Ionosphere Observation
edited by , , Dunyong Zheng, and
submission deadline 30 Jun 2026 | 5 articles | Viewed by 15356 | Submission Open
Keywords: deep learning; ionospheric modeling; space weather; ionospheric disturbances; ionospheric scintillation; lithosphere-ionosphere coupling
(This special issue belongs to the Section Atmospheric Remote Sensing)
Applications and Analysis of Satellite Cloud Imagery Using Deep Learning Techniques submission deadline 30 Jun 2026 | 6 articles | Viewed by 15286 | Submission Open
Keywords: satellite cloud image; deep learning; object detection; classification; prediction; restoration; tropical cyclone
(This special issue belongs to the Section Atmospheric Remote Sensing)
Coastal Environment Monitoring Based on Remote Sensing and Artificial Intelligence
edited by and
submission deadline 30 Jun 2026 | 4 articles | Viewed by 10985 | Submission Open
Keywords: artificial intelligence; remote sensing; coastal monitoring; LiDAR; satellite imagery
(This special issue belongs to the Section AI Remote Sensing)
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