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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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Ecosystem Protection in Arid and Semi-Arid Regions Supported by Multi-Source Remote Sensing Data
edited by , Junran Li, and
submission deadline 20 May 2026 | 6 articles | Viewed by 9132 | Submission Open
Keywords: multi scale remote sensing data; remote sensing technology; arid and semi-arid regions; climate change; dryland ecosystems; structure and function farmland protection forest
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Monitoring and Restoration of Mining-Impacted Ecosystems Using Remote Sensing Technology submission deadline 28 May 2026 | 1 articles | Viewed by 1442 | 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)
Multispectral Remote Sensing for Monitoring Agricultural Dynamics submission deadline 28 May 2026 | Viewed by 147 | Submission Open
Keywords: agricultural monitoring; crop phenology; crop yield forecast; data fusion and harmonization; digital agriculture; drone/UAV imagery; spatial temporal modeling; stress detection (abiotic/biotic); time series analysis; vegetation indices
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in Machine Learning for Wetland Mapping and Monitoring submission deadline 28 May 2026 | Viewed by 62 | Submission Open
Keywords: artificial intelligence; deep learning; earth observation; machine learning; remote sensing; wetlands
(This special issue belongs to the Section Ecological Remote Sensing)
Ground Deformation Patterns Detection by InSAR and GNSS Techniques (3rd Edition)
edited by , and Federica Sparacino
submission deadline 29 May 2026 | 3 articles | Viewed by 3071 | Submission Open
Keywords: earthquakes; plate motion; volcano geodesy; land subsidence; GNSS reflectometry; ground deformation modelling
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing in Natural Hazard Exploration and Impact Assessment submission deadline 31 May 2026 | 2 articles | Viewed by 4603 | Submission Open
Keywords: forest fires and erosion; pollution; climate changes; floods; earthquakes and active faults; liquefaction; pandemic situations; urban and coastal areas
(This special issue belongs to the Section Urban Remote Sensing)
New Insights in Remote Sensing Image Interpretation with Deep Learning
edited by , Mi Zhang, and
submission deadline 31 May 2026 | 4 articles | Viewed by 4377 | Submission Open
Keywords: artificial intelligence; deep learning; remote sensing; semantic segmentation; change detection; classification; object detection
(This special issue belongs to the Section AI Remote Sensing)
Enhancing Vegetation and Water Use Management Through Earth Observation
edited by , Xiaoping Wang, and Xu Ma
submission deadline 31 May 2026 | 4 articles | Viewed by 4124 | Submission Open
Keywords: remote sensing observation of land surface parameters; soil water content; vegetation parameters; water resources; evapotranspiration; ecological process model; hydrological model
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Spaceborne Global Navigation Satellite System Reflectometry (GNSS-R): Techniques, Applications, and Challenges
edited by , Wei Wan and
submission deadline 31 May 2026 | 2 articles | Viewed by 3555 | Submission Open
Keywords: GNSS-R; satellite mission; small satellite; ocean surface; soil moisture; sea ice; biomass; target detection
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Advanced Algorithms and Techniques for Remote Sensing Image Processing
edited by Yuting Wan, Yang Chen and Junjue Wang
submission deadline 31 May 2026 | 1 articles | Viewed by 2902 | Submission Open
Keywords: remote sensing; multi-modal; 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 Environmental Remote Sensing)
Intelligent Image Analysis: Advancing Remote Sensing with Artificial Intelligence submission deadline 31 May 2026 | 2 articles | Viewed by 1758 | Submission Open
Keywords: intelligent RSI interpretation; remote sensing foundation models development and downstream applications; multi-modal RSI interpretation; remote sensing 3D reconstruction; open-world remote sensing image interpretation; remote sensing interpretation applications with advanced AI technology
(This special issue belongs to the Section Remote Sensing Image Processing)
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 1581 | 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)
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 1456 | 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)
Multi-Source Remote Sensing Integrations in Geological Hazards Research
edited by Jie Zhao, , and
submission deadline 31 May 2026 | 1 articles | Viewed by 809 | 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)
Recent Achievements in Remote Sensing-Based Archaeological Research submission deadline 31 May 2026 | Viewed by 679 | 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)
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 669 | 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)
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 668 | 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)
SAR Image Change Detection: From Hand-Crafted to Deep Learning
edited by , Ling Wan, and
submission deadline 31 May 2026 | Viewed by 405 | 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)
Global Navigation Satellite System (GNSS) for Civil Aviation
edited by , Eugene Bang, Fuxin Yang and
submission deadline 31 May 2026 | Viewed by 401 | 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 344 | 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 288 | 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)
Remote Sensing Observation Methods for Leaf Area Index (LAI)
edited by Weiliang Fan, and Meihong Fang
submission deadline 31 May 2026 | Viewed by 280 | 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 254 | 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 193 | 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)
Applications of Multi-Instrument Remote Sensing in Climate Change and Sustainability Monitoring
edited by , and Zhiliang Zhu
submission deadline 31 May 2026 | Viewed by 100 | 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 79 | 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 | Submission Open
Keywords: forest fire; productivity; water; hydrology; timber resources; fire operations
(This special issue belongs to the Section Forest 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 61 | Submission Open
Keywords: mesoscale convective systems; data assimilation; numerical modelling; physical mechanisms; artificial intelligence
(This special issue belongs to the Section Atmospheric Remote Sensing)
PAZ Ciencia: Review of the Scientific Results from Radar PAZ Mission Data
edited by , , María José González Bonilla, Juan Manuel Cuerda Muñoz and Nuria Casal Vázquez
submission deadline 30 Jun 2026 | 3 articles | Viewed by 7630 | Submission Open
Keywords: synthetic aperture radar; SAR interferometry; SAR polarimetry; ground deformation; land cover; geo-hazards; hidrology
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Advancement of Multi-Source Remote Sensing Data Fusion in Environmental Monitoring
edited by Junjue Wang, Jiaqi Yang, Yinhe Liu, Zhuo Zheng and
submission deadline 30 Jun 2026 | 4 articles | Viewed by 6850 | Submission Open
Keywords: multi-source remote sensing data fusion; multi-source transferable or domain adaptation models; multi-modal models for remote sensing tasks; ecosystem monitoring; urban analysis; crop monitoring and yield forecasting; glacier and sea ice monitoring; atmospheric monitoring; greenhouse gas emission monitoring; vegetation dynamics and carbon cycle
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Ecosystem Structure and Function Dynamics Due to Climate Change and Human Activities (2nd Edition)
edited by , and
submission deadline 30 Jun 2026 | 5 articles | Viewed by 6294 | 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)
Remote Sensing and Associated Artificial Intelligence in Agricultural Applications (2nd Edition) submission deadline 30 Jun 2026 | 4 articles | Viewed by 5927 | Submission Open
Keywords: remote sensing; agricultural application; common agricultural policy (CAP); precision agriculture; machine learning; service prototype development; crop monitoring; crop detection; deep learning; artificial intelligence; crop classification; yield prediction; GIS application; precision farming; remotely piloted aircraft systems (RPASs); image segmentation
(This special issue belongs to the Section AI Remote Sensing)
GNSS and Multi-Sensor Integrated Precise Positioning and Applications
edited by , , Peiyuan Zhou and
submission deadline 30 Jun 2026 | 3 articles | Viewed by 4547 | Submission Open
Keywords: GNSS; multi-sensors integration; integration algorithms; cooperative positioning; challenging environments; precise positioning; robust positioning
(This special issue belongs to the Section Engineering Remote Sensing)
Ground Penetrating Radar (GPR) Applications in Earth, Moon and Planetary Exploration (Second Edition)
edited by
submission deadline 30 Jun 2026 | 2 articles | Viewed by 3849 | Submission Open
Keywords: ground-penetrating radar (GPR); planetary radar; subsurface structure; earth; moon; mars; system; simulation; signal processing; imaging; interpretation; etc.
(This special issue belongs to the Section Engineering Remote Sensing)
Application of Remote Sensing in Landscape Ecology
edited by and
submission deadline 30 Jun 2026 | 3 articles | Viewed by 3303 | 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)
Point Cloud Data Analysis and Applications submission deadline 30 Jun 2026 | 2 articles | Viewed by 2940 | Submission Open
Keywords: point clouds processing; geospatial digital twin modeling; data fusion
(This special issue belongs to the Section Engineering Remote Sensing)
Remote Sensing and GIS for Monitoring Urbanization and Urban Health (Second Edition) submission deadline 30 Jun 2026 | 1 articles | Viewed by 2189 | Submission Open
Keywords: urbanization and health both regionally and globally; urban landscape; urban ecological system; and health; territorial spatial planning and health city; urbanization speed and acceleration; spatial– temporal analysis of urbanization; green space/blue space/gray space remote sensing monitoring; map of urban development and evolution; urban environment changes and health effects; remote sensing GIS big data and urban health; remote sensing and GIS monitoring; simulating; and predicting of infectious diseases; such as COVID-19
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Climate Change Influences on Urban Ecology submission deadline 30 Jun 2026 | 1 articles | Viewed by 1647 | 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)
Multi-Sensor Remote Sensing Synergies for Flood Hazard Monitoring and Geomorphic Analysis submission deadline 30 Jun 2026 | Viewed by 636 | Submission Open
Keywords: multi-sensor remote sensing; flood hazard; geomorphology; flood geomorphic dynamics monitoring; process coupling; data fusion; risk assessment
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing Applications for Environmental Monitoring and Land Changes
edited by Krystyna Michałowska, , and
submission deadline 30 Jun 2026 | Viewed by 530 | 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)
Advances in High-Resolution Crop Mapping at Large Spatial Scales
edited by and Pengliang Wei
submission deadline 30 Jun 2026 | Viewed by 491 | 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)
Advances in Remote Sensing for Burned Area Mapping submission deadline 30 Jun 2026 | Viewed by 260 | 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)
Remote Sensing and GIS for Environmental Analysis and Cultural Heritage (2nd Edition) submission deadline 30 Jun 2026 | Viewed by 239 | 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)
Applications of Remote Sensing in Hydrology and Ecology: Observations, Methods, and Innovations
edited by , and
submission deadline 30 Jun 2026 | Viewed by 127 | Submission Open
Keywords: remote sensing; hydrological modelling; data assimilation; machine learning; climate extremes monitoring; ground water storage; surface water dynamics
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Artificial Intelligence and Satellite Remote Sensing for Environmental Monitoring submission deadline 30 Jun 2026 | Viewed by 80 | Submission Open
Keywords: artificial intelligence; deep learning; environmental monitoring; ocean remote sensing; marine pollution; water quality monitoring; phytoplankton phenology monitoring; land use/land cover; coastline changes mapping; maritime target detection; hazards; floating material detection
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing and In-Situ Characterization of Desert Dust Outbreaks: From Sources to Climate Impact submission deadline 30 Jun 2026 | Viewed by 73 | 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)
Remote Sensing of Lithosphere–Atmosphere–Ionosphere Coupling Prior to Earthquakes and Other Natural Hazards: Second Edition
edited by , and Cristiano Fidani
submission deadline 30 Jun 2026 | Viewed by 67 | 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)
Image Processing and Analysis: Trends in Registration, Data Fusion, 3D Reconstruction, and Change Detection (Fourth Edition)
edited by , and Luca Perfetti
submission deadline 30 Jun 2026 | Viewed by 58 | Submission Open
Keywords: image registration; change detection; 3D reconstruction; deep learning; hyperspectral; image matching; data/sensor fusion; object-based image analysis; pattern recognition; volume rendering
(This special issue belongs to the Section Remote Sensing Image Processing)
Multimodal GeoAI for Spatial Fusion: Multi-Source Geotagged Images, Video and Sound submission deadline 30 Jun 2026 | Viewed by 34 | Submission Open
Keywords: multimodal geospatial data; street-view imagery; UAV-perspective data; cross-domain learning and transfer; vision language models for geospatial data fusion; urban built environment; urban governance and smart cities; urban health and wellbeing; disaster response
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Deep Learning for Maritime Target Interpretation in Satellite Synthetic Aperture Radar Imagery
edited by Nan Xu, and Shijin Li
submission deadline 30 Jun 2026 | Viewed by 28 | Submission Open
Keywords: Synthetic Aperture Radar (SAR); deep learning; maritime monitoring; small target detection; anchor-free detection; multimodal data fusion
(This special issue belongs to the Section Ocean Remote Sensing)
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