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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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Artificial Intelligence for Optical Remote Sensing Image Processing
edited by and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 2841 | Submission Open
Keywords: artificial intelligence for science; optical remote sensing; image processing; geographic information system; noise reduction and image enhancement; feature extraction and semantic segmentation; super-resolution reconstruction; satellite imagery; computer vision; multimodal data integration; heatwave warning; disaster management; crop monitoring; environmental monitoring; urban planning; infrastructure inspection
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing Technologies in Precision Agriculture: From Ground Vehicles to Aerial and Handheld Platforms
edited by Renato Herrig Furlanetto, Xu 'Kevin' Wang, and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 2364 | Submission Open
Keywords: precision agriculture; crop monitoring; AI techniques
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in Remote Sensing Technology for Ground Deformation
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2298 | Submission Open
Keywords: remote sensing; InSAR; LiDAR; ground deformation; GNSS; GBSAR; DTM; AI; UAV; photogrammetry
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Foundation Model-Based Multi-Modal Data Fusion in Remote Sensing
edited by Xianping Ma, , Zhen Wang and
submission deadline 30 Sep 2026 | 4 articles | Viewed by 2286 | Submission Open
Keywords: transformer; multi-modal data fusion; cross-modal learning; multi-resolution fusion; spatial-temporal modeling; foundation models
(This special issue belongs to the Section Remote Sensing Image Processing)
Recent Developments in Remote Sensing Instruments, Technologies, and Results for Aerosol and Cloud Measurements (Second Edition)
edited by Matthew McGill
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2137 | Submission Open
Keywords: clouds; cloud radiative effects; aerosols; aerosol radiative effects; cloud–aerosol interactions; aerosol transport; diurnal variability; remote sensing
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in Transformer-Based Models for Multi-Modal Remote Sensing Data Fusion and Analysis
edited by Bowen Du, Hongming Zhu and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2094 | Submission Open
Keywords: remote sensing foundation models; vision transformer; multi-scale transformer; efficient transformer; cross-modal attention; multi-scale feature fusion; spatiotemporal data fusion; heterogeneous data fusion; multi-scale transformer; multi-modal representation; cross-modal representation learning; multi-modal semantic segmentation; multimodal scene understanding
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing of Forests, Grasslands, and Lakes and Their Interactions
edited by , Shasha Liu and Bin Sun
submission deadline 30 Sep 2026 | 3 articles | Viewed by 1943 | Submission Open
Keywords: forest–grassland–lake interactions; ecohydrological connectivity; time-series remote sensing; multi-sensor data fusion; vegetation phenology; surface water dynamics; land cover/land-use change (LCLUC); disturbance and resilience (fire/drought/grazing); machine learning for earth observation; watershed-scale ecosystem monitoring
(This special issue belongs to the Section Ecological Remote Sensing)
Perspectives of Remote Sensing to Assess Forest Structure and Diversity
edited by , , and Hailan Jiang
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1908 | Submission Open
Keywords: forest structure; biodiversity; LiDAR; satellite observation; UAV; vegetation remote sensing.
(This special issue belongs to the Section Forest Remote Sensing)
Satellite LiDAR for Vegetation Structure and Biomass Estimation: Advances with ICESat-2 and GEDI
edited by , , Cangjiao Wang and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1735 | Submission Open
Keywords: ICESat-2; GEDI; forest canopy height; aboveground biomass; vegetation structure; LiDAR remote sensing; data fusion; forest monitoring; carbon mapping; machine learning
(This special issue belongs to the Section Forest Remote Sensing)
Remote Sensing of Urban Morphology Changes
edited by , , Xin Huang, Yue Xu and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1722 | Submission Open
Keywords: urban morphology; urban morphology change; 2D/3D urban structure; urban form dynamics; multi-temporal analysis; multi-scale analysis; cross-scale modeling; urban agglomerations; metropolitan regions; multi-source data fusion; geospatial artificial intelligence; local climate zones (LCZ); urban heat island; surface energy balance; vertical urban growth; carbon emissions; climate resilience; sustainable development goals (SDGs); digital twins; spatial metrics; big geospatial data; accuracy assessment; urban air quality; atmospheric pollution monitoring; urban climate modelling; zero-emission cities
(This special issue belongs to the Section Urban Remote Sensing)
3D Urban Reconstruction from Point Clouds and Optical Imagery: Modeling and Applications
edited by , , Milad Ramezani and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1642 | Submission Open
Keywords: 3D urban reconstruction; large-scale mapping; photogrammetry; neural scene representation; novel view synthesis; digital twins; urban modeling; transformer-based reconstruction
(This special issue belongs to the Section Urban Remote Sensing)
Remote Sensing of Extreme Heat Events, Urban Heat Islands, and Public Health Impacts: Integrating Hydrological and Atmospheric Dynamics submission deadline 30 Sep 2026 | Viewed by 1627 | Submission Open
Keywords: adaptation strategies; atmospheric dynamics; climate resilience; earth observation data; extreme heat events; heatwaves; heat vulnerability; human health and heat exposure; hydrological processes; hydrological dynamics; mitigation measures; thermal remote sensing; urban heat islands; water–energy–climate nexus; public health impacts
Advances in Remote Sensing for Coastline Dynamics, Bathymetry and Water Bottom Mapping
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1505 | Submission Open
Keywords: shoreline change detection and modeling; satellite, boat, and unmanned vehicle-based bathymetry estimation; correction of water surface radiometric effects; water column correction techniques for improved seabed mapping; novel algorithms for submerged vegetation classification and monitoring
(This special issue belongs to the Section Engineering Remote Sensing)
Urban Ecology Monitoring Using Remote Sensing
edited by , and Yindi Zhao
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1499 | Submission Open
Keywords: urban ecology; remote sensing; green infrastructure; urban heat island; biodiversity monitoring; sustainable cities; machine learning; multi-sensor integration
(This special issue belongs to the Section Urban Remote Sensing)
Mapping the Blue: Remote Sensing in Water Resource Management
edited by , and Wen Zhang
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1473 | Submission Open
Keywords: water resource management; remote sensing applications; flood and drought monitoring; hydrological modeling; surface water mapping; geographic information science; multi-source data fusion; artificial intelligence
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
AI, Large Language Models, and Remote Sensing for Disaster Monitoring
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1472 | Submission Open
Keywords: remote sensing; natural disasters; artificial intelligence; wildfire monitoring; flood assessment; large language models; disaster management; environmental health; vision transformers; machine learning
(This special issue belongs to the Section Environmental Remote Sensing)
Mobile Laser Scanning Systems for Underground Applications
edited by and Chester Andrew Sellers
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1465 | Submission Open
Keywords: digital twins; TLS; MLS; 3D modeling; 3D mapping; geo-monitoring; handheld LiDAR; mobile mapping technologies; non-contact geomatic methods; mine/tunnels surveys; mine infrastructure planning and monitoring
Advanced Change Detection and Anomaly Detection in Remote Sensing
edited by Ganchao Liu
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1311 | Submission Open
Keywords: change detection algorithms; anomaly detection techniques; remote sensing time-series analysis; multi-source data fusion urban change detection; disaster monitoring using remote sensing; vegetation and land cover change detection; hyperspectral and sar data for anomaly detection; deep learning for change and anomaly detection; remote sensing in environmental monitoring; anomaly detection in agricultural management; cross-domain transfer learning in remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Progress in Remote Sensing of Low-Altitude Wind Field Detection
edited by and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1298 | Submission Open
Keywords: wind detection; low-altitude economy; remote sensing instrument; wind shear; turbulence; machine learning
(This special issue belongs to the Section Atmospheric Remote Sensing)
InSAR for Geohazard Monitoring: From Deformation Detection to Risk Assessment
edited by Xianmin Wang, and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1156 | Submission Open
Keywords: InSAR technology; geohazard monitoring; surface deformation; early warning; risk assessment
(This special issue belongs to the Section Earth Observation for Emergency Management)
Advances in Exploring the Moon, Mars, and Asteroids Based on In Situ and Remote Sensing Measurements (Second Edition)
edited by Simone Pirrotta, , Alice Lucchetti and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1100 | Submission Open
Keywords: geological features; study of the environment; resources; robotic and human exploration; innovative strategies; remote sensing dataset analyses; new instrumentation concepts; smallsat concepts
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Reviews in Environmental Remote Sensing
edited by and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1090 | Submission Open
Keywords: environmental remote sensing; earth observation; environmental monitoring; satellite imagery; climate change; machine learning; AI
(This special issue belongs to the Section Environmental Remote Sensing)
Land Degradation Assessment with Earth Observation (Third Edition)
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1043 | Submission Open
Keywords: land degradation; desertification; deforestation; drought; soil erosion; land use/cover change; habitat degradation; multitemporal analysis; time-series analysis; SDG 15.3.1
(This special issue belongs to the Section Ecological Remote Sensing)
Multi-Satellite SAR Missions in Earth Orbit: Programs and Studies submission deadline 30 Sep 2026 | 1 articles | Viewed by 1037 | Submission Open
Keywords: mission design; small-satellite design; formation; constellation; distributed radar; SAR processing
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Advanced Artificial Intelligence and Deep Learning for Remote Sensing (4th Edition)
edited by , , Yimian Dai and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1016 | Submission Open
Keywords: foundation models; multi-modal remote sensing; vision–language models; trustworthy AI; multi-temporal change detection; SAR scene classification; LiDAR scene reconstruction; remote sensing object recognition
(This special issue belongs to the Section Remote Sensing Image Processing)
Microwave Remote Sensing for Soil Moisture and Vegetation Optical Depth Retrievals
edited by , and Zanpin Xing
submission deadline 30 Sep 2026 | 2 articles | Viewed by 972 | Submission Open
Keywords: microwave remote sensing; soil moisture retrieval; vegetation optical depth (VOD); passive and active microwave sensors; multi-frequency observations; retrieval algorithms; data fusion and downscaling; product validation; land–atmosphere interactions
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Polarimetric Radar: Theory, Technology and Applications
edited by , Chen Pang, and Zhanling Wang
submission deadline 30 Sep 2026 | 2 articles | Viewed by 968 | Submission Open
Keywords: radar polarimetry; polarimetric detection; polarimetric resolution; polarimetric identification; PolSAR and PolInSAR
(This special issue belongs to the Section Engineering Remote Sensing)
Multi-Sensor Remote Sensing for Urban Land Use and Land Cover Mapping
edited by Zhixin Qi and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 860 | Submission Open
Keywords: urban land use and land cover (LULC); multi-sensor data fusion; synthetic aperture radar (SAR); LiDAR; thermal remote sensing; urban sustainability
(This special issue belongs to the Section Urban Remote Sensing)
Remote-Sensing Insights for Sustainable Urban Ecosystems
edited by Xiaojing Yao
submission deadline 30 Sep 2026 | 1 articles | Viewed by 858 | Submission Open
Keywords: urban remote sensing; urban sustainability; urban resilience; urban biodiversity and ecosystem services; AI-driven remote sensing; smart cities with remote observation
(This special issue belongs to the Section Urban Remote Sensing)
Land Surface Temperature Retrieval and Cross-Validation for Remote Sensing Applications
edited by Fangcheng Zhou, Xinming Zhu, , Guangzhen Cao and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 838 | Submission Open
Keywords: land surface temperature (LST); land surface emissivity (LSE); retrieval algorithm; complex circumstances; ground-based observation; validation
(This special issue belongs to the Section Environmental Remote Sensing)
Deep Learning and Generative Artificial Intelligence for Hyperspectral Remote Sensing
edited by Yaser Esmaeili Salehani, Linlin Xu, and
submission deadline 30 Sep 2026 | Viewed by 768 | Submission Open
Keywords: deep learning (DL); hyperspectral imaging (HSI); hyperspectral image classification and unmixing; spectral–spatial analysis; convolutional neural networks (CNNs); self supervised and generative models; graph convolutional networks (GCNs); transformer models; dimensionality reduction and band selection; transfer learning and domain adaptation
(This special issue belongs to the Section Remote Sensing Image Processing)
Super Resolution of Hyperspectral Imagery with Computer Vision
edited by , and
submission deadline 30 Sep 2026 | 1 articles | Viewed by 739 | Submission Open
Keywords: hyperspectral imagery; super resolution; computer vision; deep learning; image reconstruction
(This special issue belongs to the Section Remote Sensing Image Processing)
Urban Remote Sensing: State-of-the-Art Reviews and Future Perspectives
edited by
submission deadline 30 Sep 2026 | Viewed by 729 | Submission Open
Keywords: urban remote sensing; land use and land cover; urban heat island; multi-sensor fusion; artificial intelligence; urban resilience; smart cities with remote observation; 3D city modeling; urban environmental health monitoring with multi-sensors; change detection; urban sustainability
(This special issue belongs to the Section Urban Remote Sensing)
Innovative Applications of Multi-Source Remote Sensing Technology in Ecological Environment Quality Assessment and Governance
edited by and Rongjin Yang
submission deadline 30 Sep 2026 | 1 articles | Viewed by 704 | Submission Open
Keywords: multi-source remote sensing; ecological environment quality assessment; ecological governance; effectiveness evaluation; remote sensing inversion; ecological restoration; regional practice; artificial intelligence; UAV remote sensing; underlying surface characteristics; spatiotemporal monitoring
(This special issue belongs to the Section Ecological Remote Sensing)
Advancement of Environmental Studies with New SAR Sensors
edited by and Armando Marino
submission deadline 30 Sep 2026 | Viewed by 654 | Submission Open
Keywords: SAR; SAR polarimetry; SAR interferometry; climate change; disasters; biomass; land cover; land use; coastal; cryosphere
(This special issue belongs to the Section Ecological Remote Sensing)
Trends and Innovations in Geospatial Analysis Based on Remote Sensing and Artificial Intelligence Technologies
edited by
submission deadline 30 Sep 2026 | Viewed by 615 | Submission Open
Keywords: geospatial analysis; remote sensing; artificial intelligence; image processing; geospatial data analytics; geospatial data fusion
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
New Advances in Remote Sensing Data Mining and Knowledge-Guided Machine Learning submission deadline 30 Sep 2026 | 1 articles | Viewed by 603 | Submission Open
Keywords: remote sensing data mining; knowledge-guided machine learning; machine learning for earth observation; multisource remote sensing data; multimodal remote sensing; AI for remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Thermal Infrared Remote Sensing: Monitoring, Modeling and Validation submission deadline 30 Sep 2026 | Viewed by 536 | Submission Open
Keywords: TIR data; Cal/Val activities; temperature and emissivity separation; multisensor, multifrequency data integration; new space thermal mission; sensor calibration; environmental application
(This special issue belongs to the Section Remote Sensing Image Processing)
Proximal and Remote Sensing for Precision Crop Management (Third Edition) submission deadline 30 Sep 2026 | Viewed by 525 | Submission Open
Keywords: proximal sensing; airborne and satellite remote sensing; crop stress diagnosis; soil mapping; precision crop management; artificial intelligence; machine/deep learning; big data; integrated sensing; data fusion and analytics
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
High-Resolution Remote Sensing for Planetary Surface and Subsurface Geology: Techniques, Challenges, and Applications submission deadline 30 Sep 2026 | 1 articles | Viewed by 504 | Submission Open
Keywords: subsurface imaging and inversion; high-resolution remote sensing; planetary geological feature; spectral analysis; geological mapping; AI for planetary geological interpretation
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Research on Infrared Hyperspectral Remote Sensing Images
edited by , Hua Wu, Huazhong Ren, Chunlai Li and Xuan Zhang
submission deadline 30 Sep 2026 | Viewed by 454 | Submission Open
Keywords: infrared hyperspectral imaging; spaceborne and airborne infrared hyperspectral sensor; radiometric calibration; physics-based modelling; validation of remote sensing products; infrared hyperspectral data fusion; infrared parameters retrieval; infrared target detection; precision agriculture; environmental monitoring; mineral mapping; planetary infrared hyperspectral remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Application of Satellite Remote Sensing Technology in Air Pollution Monitoring and Forecasting
edited by Seohui Park and Sheng-Hsiang (Carlo) Wang
submission deadline 30 Sep 2026 | Viewed by 434 | Submission Open
Keywords: satellite-based air quality monitoring and forecasting; aerosol and trace gases; multi-sensor data fusion; spatio-temporal data assimilation; machine learning and GeoAI; remote sensing application in public health; environmental policy support
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing Satellite Image Applications and Multimodal Data Mining
edited by Yan Ma and
submission deadline 30 Sep 2026 | Viewed by 406 | Submission Open
Keywords: spatiotemporal remote sensing big data; multimodal data analysis on spatiotemporal remote sensing data; multimodal image data mining with textual features; multimodal remote sensing data retrieval and managing methods; multimodal remote sensing data retrieval aided with textual features; high-performance multi-modal data mining; environment and ecosystem
(This special issue belongs to the Section Remote Sensing Image Processing)
Emerging UAS-Based Remote Sensing Applications for DRR (Disaster Risk Reduction) and Ecosystem Dynamics submission deadline 30 Sep 2026 | Viewed by 364 | Submission Open
Keywords: unmanned aerial systems (UAS) or unmanned aerial vehicles (UAV); disaster risk reduction (DRR); ecosystem dynamics; remote sensing; multi-sensor integration; LiDAR; AI and machine learning; post-disturbance recovery
(This special issue belongs to the Section Environmental Remote Sensing)
UAV-Borne Optical and Radar Systems for Moving Target Detection and Remote Sensing
edited by , Pengfei Zhu and Yuexin Gao
submission deadline 30 Sep 2026 | Viewed by 363 | Submission Open
Keywords: UAV-borne equipment; object detection; UAV surveys; remote sensing; UAV formation
(This special issue belongs to the Section Engineering Remote Sensing)
Advances in Remote Sensing Techniques for Exploring Forest Wildlife Habitats and Biodiversity Conservation submission deadline 30 Sep 2026 | Viewed by 357 | Submission Open
Keywords: forest wildlife habitats; biodiversity conservation; remote sensing; ecological modeling; habitat suitability; sustainable forest management
(This special issue belongs to the Section Forest Remote Sensing)
Observations, Mechanisms and Forecasts of Severe Convective Weather Based on Remote Sensing
edited by , Xiaoming Hu, and
submission deadline 30 Sep 2026 | Viewed by 356 | Submission Open
Keywords: atmospheric convection; severe convective weather; advanced remote sensing technique; numerical modeling; AI and nowcasting
(This special issue belongs to the Section Atmospheric Remote Sensing)
AI-Enhanced Photogrammetry and Remote Sensing for Image-Based 3D Reconstruction submission deadline 30 Sep 2026 | Viewed by 338 | Submission Open
Keywords: AI-enhanced photogrammetry; image-based 3D reconstruction; structure-from-motion (SfM) and multi-view stereo (MVS); 3D Gaussian Splatting and neural implicit representations; LiDAR–imagery fusion; UAV and airborne mapping; digital heritage (GeoBIM, HBIM, digital twins, digital shadows); digital surface modelling (DSM/DTM); geospatial data fusion
(This special issue belongs to the Section AI Remote Sensing)
Advances in Remote Sensing Techniques for Ground Deformation Monitoring in Tectonic and Volcanic Environments submission deadline 30 Sep 2026 | Viewed by 294 | Submission Open
Keywords: remote sensing; ground deformation; tectonics; volcanic; earthquake; geospatial analysis
(This special issue belongs to the Section Earth Observation for Emergency Management)
New Advances in Lidar Technology for Monitoring Atmospheric and Aerosol Vertical Profiles
edited by and Yubing Pan
submission deadline 30 Sep 2026 | Viewed by 287 | Submission Open
Keywords: LiDAR; atmospheric science; remote sensing; artificial intelligence algorithms; environmental monitoring; aerosol
(This special issue belongs to the Section Atmospheric Remote Sensing)
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