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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 Coastal Environment and Evolution: Progress, Challenges and Opportunities submission deadline 30 Mar 2026 | 4 articles | Viewed by 9417 | Submission Open
Keywords: coastal observation; UAV techniques; coastal erosion; coastal & beach dynamics; coastal space management solutions; coastal evolution; coastal dynamics; shoreline changes; sediment dynamics; coastal land cover; coastal and offshore topography mapping
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Machine Learning at the Object: Fine-Grained Extraction and Analysis in Remote Sensing
edited by , Zhong Xie, Sheng Hu and
submission deadline 30 Mar 2026 | 4 articles | Viewed by 6581 | Submission Open
Keywords: deep learning; machine learning; remote sensing applications; classification; segmentation; remote sensing interpretation; pattern recognition; height extraction; object detection; land use and land cover; vision transformer model; multi-source remote sensing data
(This special issue belongs to the Section Remote Sensing Image Processing)
Algorithm Development in Earth Observation Modeling Using Multi-Sensor Data
edited by Sanaz Vajedian, Rishabh Dutta and Indhu Varatharajan
submission deadline 30 Mar 2026 | 1 articles | Viewed by 2695 | Submission Open
Keywords: remote sensing; multisensor data; earth observation modeling; satellite data; algorithm development; radar remote sensing; InSAR; tectonic geomorphology; optical remote sensing; multispectral sensors; hyperspectral sensors; seismic activity; geological hazards; multisource data integration; LiDAR
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Applications of Multi-Scale Remote Sensing and Machine Learning to Study Agriculture and Agriculture Water Management
edited by , Ya’nan Zhou and Nana Yan
submission deadline 30 Mar 2026 | 2 articles | Viewed by 1596 | Submission Open
Keywords: precision agriculture; crop monitoring; evapotranspiration; drought; agricultural water management remote sensing methods; machine learning; data analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing for Land Surface Temperature and Related Applications submission deadline 31 Mar 2026 | 7 articles | Viewed by 20234 | Submission Open
Keywords: land surface temperature (LST); land products; fire detection; land-cover classification; soil moisture retrieval; spatial resolution; LST and climate change; urban form; urban fabric; and urban functions; near surface air temperature; thermal infrared remote sensing; land surface energy fluxes and evapotranspiration; downscaling and disaggregation techniques
(This special issue belongs to the Section Environmental Remote Sensing)
Time-Lapse Geophysical and Remote Sensing-Based Imaging and Diagnosis on Urban and Natural Hazards submission deadline 31 Mar 2026 | 4 articles | Viewed by 17247 | Submission Open
Keywords: time-lapse geophysics; remote sensing; image registration; image processing and classification; hazard diagnosis
(This special issue belongs to the Section Urban Remote Sensing)
AI-Driven Satellite Data for Global Environment Monitoring (Second Edition)
edited by
submission deadline 31 Mar 2026 | 5 articles | Viewed by 14707 | Submission Open
Keywords: artificial intelligence; semantic segmentation; remote sensing of disaster; applications in agriculture; forest; hydrology; and meteorology
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing for 2D/3D Mapping submission deadline 31 Mar 2026 | 3 articles | Viewed by 12979 | Submission Open
Keywords: remote sensing; mapping; 3D reconstruction; deep learning; geoscience; GIS; satellite imagery; UAV; photogrammetry; point cloud processing; neural radiance field
(This special issue belongs to the Section Environmental Remote Sensing)
Autonomous Space Navigation (Second Edition) submission deadline 31 Mar 2026 | 6 articles | Viewed by 12249 | Submission Open
Keywords: spacecraft navigation; spacecraft pose estimation; autonomy; GNSS; inertial sensors; star trackers; autonomous planetary landing; computer vision; Artificial Intelligence; machine learning
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Earth Observation of Glacier and Snow Cover Mapping in Cold Regions
edited by Qing Cheng and Yan Huang
submission deadline 31 Mar 2026 | 8 articles | Viewed by 11293 | Submission Open
Keywords: glacier; snow cover; ice sheet; remote sensing; cryosphere; climate change
(This special issue belongs to the Section Environmental Remote Sensing)
Intelligent Remote Sensing: AI-Powered Techniques for Enhanced Data Analysis and Interpretation
edited by , and Shou Feng
submission deadline 31 Mar 2026 | 6 articles | Viewed by 10545 | Submission Open
Keywords: remote sensing image processing; remote sensing semantic analysis; remote sensing applications; big data analysis; data fusion; artificial intelligence; machine learning; deep learning
(This special issue belongs to the Section AI Remote Sensing)
Using Remote Sensing Satellites to Explore the Electromagnetic Environment and Natural Hazard Disturbances in Space submission deadline 31 Mar 2026 | 5 articles | Viewed by 10464 | Submission Open
Keywords: electromagnetism satellite; infrared/hyperspectral remote sensing; GNSS technology; the electromagnetic environment; natural hazards monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Quantitative Remote Sensing and Its Applications in Agriculture and Vegetation submission deadline 31 Mar 2026 | 5 articles | Viewed by 8985 | Submission Open
Keywords: quantitative remote sensing; radiation directionality observing and modelling; radiative transfer and radiation budget; bidirectional reflectance distribution function (BRDF); directional anisotropy; angular anisotropy; retrieval of plant biochemical parameters; precision agriculture
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Improving Remote Sensing Crop Mapping and Yield Estimation by New Techniques
edited by , Hua Zhang, Xin Pan and
submission deadline 31 Mar 2026 | 6 articles | Viewed by 8586 | Submission Open
Keywords: crop classification/mapping; yield estimation; high-resolution remote sensing; artificial intelligence; deep learning; semantic segmentation; precision agriculture; food security; agricultural sustainability; big data; data analytics
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Geological Hazard Characterization and Assessment: Merging Remote Sensing with Direct Surveys submission deadline 31 Mar 2026 | 5 articles | Viewed by 8298 | Submission Open
Keywords: geological Hazards; remote sensing; UAV LiDAR; InSAR; high-resolution satellite imagery; direct Surveys; hazard assessment; risk management; data integration; hazard mitigation
(This special issue belongs to the Section Earth Observation for Emergency Management)
Space-Geodetic Techniques (Third Edition) submission deadline 31 Mar 2026 | 6 articles | Viewed by 7553 | Submission Open
Keywords: ground and satellite gravimetry; satellite altimetry; positioning; orbit determination; atmosphere; space weather; global climate change; geodynamics; natural hazard monitoring; earth rotation; planetary geodesy; GNSS-R
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Advances in Deep Learning Approaches: UAV Data Analysis
edited by
submission deadline 31 Mar 2026 | 5 articles | Viewed by 7521 | Submission Open
Keywords: UAV; deep learning; 3D reconstruction; real-time analysis; convolutional neural network; precision agriculture; urban mapping; forest science; vision transformer
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing and Geospatial Analysis in Urban Environments in the Big Data Era
edited by and
submission deadline 31 Mar 2026 | 4 articles | Viewed by 7466 | Submission Open
Keywords: geospatial analysis; remote sensing; big data; city science
(This special issue belongs to the Section Urban Remote Sensing)
Remote and Proximal Sensing for Precision Agriculture and Viticulture(2nd Edition) submission deadline 31 Mar 2026 | 5 articles | Viewed by 7132 | Submission Open
Keywords: remote sensing; proximal sensing; precision agriculture and viticulture; image acquisition; image processing; multi- and hyperspectral data and sensors
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Machine Learning for Spatiotemporal Remote Sensing Data (2nd Edition) submission deadline 31 Mar 2026 | 5 articles | Viewed by 6874 | Submission Open
Keywords: spatiotemporal modeling; spatiotemporal dependency; spatiotemporal prediction; spatiotemporal fusion; forecast; machine learning; deep learning; regression; classification; remote sensing; forecast
(This special issue belongs to the Section Environmental Remote Sensing)
Digital Modeling for Sustainable Forest Management submission deadline 31 Mar 2026 | 6 articles | Viewed by 6315 | Submission Open
Keywords: geospatial modeling; precision forestry; enhanced forest inventory; digital forestry; remote sensing of forests; image classification; climate smart forestry
(This special issue belongs to the Section Forest Remote Sensing)
Smart Monitoring of Urban Environment Using Remote Sensing submission deadline 31 Mar 2026 | 4 articles | Viewed by 6173 | Submission Open
Keywords: smart monitoring; future predictions; scenario simulations; land use change; climate impacts; agriculture in urban areas; urban forestry; hydrology in urban areas; landscape sustainability; urban climate; quality of life; public health; ecosystem services
(This special issue belongs to the Section Urban Remote Sensing)
Advances in Remote Sensing Observation of Aerosol Properties and Assessment of Their Effects
edited by , , and Donghui Li
submission deadline 31 Mar 2026 | 6 articles | Viewed by 5815 | Submission Open
Keywords: aerosol optical; physical; and chemical properties; remote sensing observations; simulation and inversion; environmental; health; and climate assessment; spatiotemporal distribution; contributing factor analysis
(This special issue belongs to the Section Atmospheric Remote Sensing)
Signal Processing, Image Processing and Fusion Techniques in Remote Sensing
edited by
submission deadline 31 Mar 2026 | 3 articles | Viewed by 5363 | Submission Open
Keywords: remote sensing; multichannel information; sensor types; signal processing; image processing; information fusion; registration; elevation models; target detection; surface characterization
(This special issue belongs to the Section Urban Remote Sensing)
Trends and Prospects in Hyperspectral Remote Sensing Images Processing and Analysis
edited by and
submission deadline 31 Mar 2026 | 3 articles | Viewed by 4933 | Submission Open
Keywords: hyperspectral image; object detection; deep learning; image processing; classification; anomaly detection; super-resolution; denoising; fusion; unmixing
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing for Monitoring and Assessment of Hydrological and Water Quality Parameters submission deadline 31 Mar 2026 | 2 articles | Viewed by 4915 | Submission Open
Keywords: sustainable water management; climate change effects; hydrological processes; soil moisture and flooding; coastal and inland water dynamics; retrieval of water quality parameters; remote sensing; machine learning
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Multimodal Remote Sensing Data Fusion, Analysis and Application
edited by Xiaoyan Lu, Yuting Wan, Zhuo Zheng, and
submission deadline 31 Mar 2026 | 4 articles | Viewed by 4905 | Submission Open
Keywords: multimodal remote sensing; data fusion; artificial intelligence; all-weather mapping; change detection; image translation; disaster emergency assessment; sustainable development; environmental monitoring
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing Applications for Forest Ecosystem Monitoring and Spatial Modeling (2nd Edition)
edited by and
submission deadline 31 Mar 2026 | 3 articles | Viewed by 4896 | Submission Open
Keywords: forest inventory; landscape modeling; feature and pattern detection; long-term monitoring; image analysis; point cloud analysis; data fusion
(This special issue belongs to the Section Forest Remote Sensing)
Advances of Optics Imaging Technologies for Environmental Remote Sensing
edited by and Xin Tan
submission deadline 31 Mar 2026 | 1 articles | Viewed by 4646 | Submission Open
Keywords: spectral imaging; lidar; miniaturized optical sensor; multi-sensor integration; disaster response (wildfire; flood); pollution monitoring; AI-driven environmental analytics
(This special issue belongs to the Section Environmental Remote Sensing)
Urban Resilience with Remote Sensing—Observation, Measurement, Evaluation and Applications (Second Edition) submission deadline 31 Mar 2026 | 3 articles | Viewed by 4564 | Submission Open
Keywords: urban resilience; global change; change detection; multisource data fusion; signal processing and data mining; artificial intelligence; urban science; sustainability; resilient cities
(This special issue belongs to the Section Urban Remote Sensing)
Remote Sensing for Risk Assessment, Monitoring and Recovery of Fires
edited by Xikun Hu, and Puzhao Zhang
submission deadline 31 Mar 2026 | 2 articles | Viewed by 4183 | Submission Open
Keywords: remote sensing; geoscience and earth observation; artificial intelligence; machine learning; forest fires; post-fire assessment; visualization and mapping
(This special issue belongs to the Section Environmental Remote Sensing)
Assessment of Spatial and Temporal Patterns in Forest and Grassland Ecosystems Based on Spectral Metrics
edited by , and Margarita Huesca
submission deadline 31 Mar 2026 | 2 articles | Viewed by 3823 | Submission Open
Keywords: hyperspectral and multispectral sensors (satellite; aerial and UAV); vegetation biophysical parameters; forest and grassland functioning; changes and trends; modelling traits; machine learning algorithms
(This special issue belongs to the Section Forest Remote Sensing)
Applications of Remote Sensing Imagery for Urban Areas (Second Edition) submission deadline 31 Mar 2026 | 2 articles | Viewed by 3791 | Submission Open
Keywords: remote sensing; urban climate; urban pollution; urban thermal environment; urban ecosystem; land-use change; urban object analysis; urban planning; urban spatial configuration
(This special issue belongs to the Section Remote Sensing Image Processing)
Enhanced Satellite Perspectives of Sea Surface Temperature and Air-Sea Interaction submission deadline 31 Mar 2026 | 2 articles | Viewed by 3616 | Submission Open
Keywords: sea surface temperature; extreme events (e.g.; atmospheric and oceanic heatwaves; low chlorophyll-a); climate change; air-sea interaction; biogeochemical cycle; large-scale teleconnection pattern; coral bleaching; sea ice concentration
(This special issue belongs to the Section Ocean Remote Sensing)
3D City Modeling and Observation Using Remote Sensing and Artificial Intelligence
edited by Zheng Ji and
submission deadline 31 Mar 2026 | 2 articles | Viewed by 3560 | Submission Open
Keywords: 3D city modlling; city observation; AI algorithm; mobile measurement platform; laser scanning data processing; object recognition and positioning; neural network for 3D reconstruction; multi-source space data processing
(This special issue belongs to the Section AI Remote Sensing)
Progress in Estimating, Monitoring, and Modelling Wildfire Fuel Loads Using Remote Sensing
edited by , Paulo Jose Murillo-Sandoval, Li Zhao and Colleen Bryant
submission deadline 31 Mar 2026 | 2 articles | Viewed by 3427 | Submission Open
Keywords: fuel loads; bushfires; wildfires; fuel flammability; fuel moisture content (FMC); live/dead fuel biochemistry; hyperspectral imagery; fire monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Machine Learning and GeoAI for Remote Sensing Environmental Monitoring (2nd Edition)
edited by Haomin Yu and
submission deadline 31 Mar 2026 | 2 articles | Viewed by 3327 | Submission Open
Keywords: spatio-temporal analysis; multi-source data fusion; environmental monitoring; predictive analytics; air quality monitoring; cloud pattern recognition; atmospheric remote sensing; transportation impact assessment; traffic-related air pollution
(This special issue belongs to the Section Environmental Remote Sensing)
Collaborative Learning for Multimodal Remote Sensing Analysis: Methods, Techniques and Applications
edited by Mingyang Zhang, Puzhao Zhang, Xiangming Jiang and
submission deadline 31 Mar 2026 | 2 articles | Viewed by 3304 | Submission Open
Keywords: deep learning; collaborative learning; remote sensing analysis; computational intelligence; regular optimization
(This special issue belongs to the Section Remote Sensing Image Processing)
Advancements in Remote Sensing for Sustainable Agriculture (Second Edition)
edited by , Kun Wang and
submission deadline 31 Mar 2026 | 3 articles | Viewed by 2916 | Submission Open
Keywords: remote sensing; sustainable agriculture; precision farming; crop monitoring; environmental impact; land use change; crop growth model; water resource management; machine learning; artificial intelligence; decision support systems
Remote Sensing and Time-Series Analysis to Track Ecosystem Transitions submission deadline 31 Mar 2026 | 2 articles | Viewed by 2858 | Submission Open
Keywords: remote sensing; ecosystem transitions; time-series analysis; machine learning; ecological connectivity; environmental degradation; ecological restoration; predictive models; LiDAR; UAVs
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Advances in Deep Learning Approaches in Remote Sensing (Second Edition)
edited by and Yaoming Cai
submission deadline 31 Mar 2026 | 2 articles | Viewed by 2788 | Submission Open
Keywords: deep learning; remote sensing image processing; machine learning; multimodal fusion; representation learning; intelligent interpretation
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Multi-Frequency GNSS High-Precision Positioning and Navigation Technology
edited by , and
submission deadline 31 Mar 2026 | 3 articles | Viewed by 2653 | Submission Open
Keywords: multi-frequency GNSS; high-precision positioning; ambiguity resolution; RTK/PPP/PPP-RTK; GNSS integrity; inter-frequency bias estimation/calibration; multi-frequency GNSS bias product estimation
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Mapping Essential Elements of Agricultural Land Using Remote Sensing (2nd Edition)
edited by , Jilin Yang, Fei Li, and Wenzhi Zhao
submission deadline 31 Mar 2026 | 2 articles | Viewed by 2261 | Submission Open
Keywords: agricultural land mapping; agricultural land parameter retrieval; yield estimation or forecasts; biomass in agricultural land; water use efficiency in agricultural land; plant biodiversity in agricultural land; plant growth model; deep learning
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advanced Technology for Remote Sensing Image Analysis and Applications
edited by , Haixia Bi, , and
submission deadline 31 Mar 2026 | 2 articles | Viewed by 2135 | Submission Open
Keywords: remote sensing; deep learning; classification; image fusion; segmentation; enhancement; cross-domain
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in AI-Driven Remote Sensing for Geohazard Perception submission deadline 31 Mar 2026 | 2 articles | Viewed by 2066 | Submission Open
Keywords: remote sensing; artificial intelligence; deep learning; foundation models; geohazard; object detection; object recognition; monitoring and warning; risk assessment
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing and GIScience for Natural Hazard Mitigation and Resilience
edited by Mohamed Aly, , Yaqian He and
submission deadline 31 Mar 2026 | 1 articles | Viewed by 2029 | Submission Open
Keywords: remote sensing; GIScience; natural hazards; disaster mitigation; resilience; risk assessment; disaster response; recovery strategies; satellite imagery; geospatial modeling
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Applications of Remote Sensing in Landscapes and Human Settlements submission deadline 31 Mar 2026 | 1 articles | Viewed by 1940 | Submission Open
Keywords: landscapes ecology; urban heat islands; local climate zones; human settlements; green infrastructure; urban and rural planning
(This special issue belongs to the Section Ecological Remote Sensing)
Multiplatform Remote Sensing Techniques for Active Tectonics, Seismotectonics, and Volcanic Hazard Assessment (Second Edition)
edited by , and Francesco Brozzetti
submission deadline 31 Mar 2026 | 2 articles | Viewed by 1755 | Submission Open
Keywords: tectonic processes; earthquakes; seismogenic faults and seismic source; ground deformation modelling; geophysical application; seismic hazard; volcanic hazard; volcano deformation; optical IR volcano analysis; 3D modelling; GNSS; InSAR; GIS and geomatic approaches; DEM; UAV DEMs; LiDAR; GPR; geological survey; digital field survey
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing for Ocean-Atmosphere Interaction Studies
edited by
submission deadline 31 Mar 2026 | 2 articles | Viewed by 1730 | Submission Open
Keywords: air– sea interactions; satellite oceanography; ocean surface wind/heat fluxes; satellite/in situ data validation; high-impact weather events; impact studies; uncertainty quantification
(This special issue belongs to the Section Ocean Remote Sensing)
Early Warning Systems and Real-Time Monitoring for Geohazards by Remote Sensing Techniques
edited by Yingfeng Zhang, , and Qi Ou
submission deadline 31 Mar 2026 | 2 articles | Viewed by 1690 | Submission Open
Keywords: earthquakes; volcanic eruptions; landslides; earth observation; geohazards; optical imagery; SAR imagery; UAV; hazard detection and mapping; geohazard monitoring; geohazard modeling
(This special issue belongs to the Section Environmental Remote Sensing)
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