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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 the Global Cryosphere: Development, Application and Challenges
edited by Qiang Shen, and
submission deadline 30 Nov 2026 | Viewed by 567 | Submission Open
Keywords: cryosphere remote sensing; glacier dynamics; InSAR; ice-sheet mass balance; sea ice monitoring; permafrost deformation; snow remote sensing; multi-sensor fusion; AI in geoscience
(This special issue belongs to the Section Environmental Remote Sensing)
Crop Yield Estimation Based on Remote Sensing and Artificial Intelligence (Second Edition) submission deadline 30 Nov 2026 | Viewed by 557 | Submission Open
Keywords: data analytics; remote sensing; LiDAR; spectral analysis; crop modelling; geospatial data
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Imagery Classification and Feature Extraction Based on Hyperspectral Remote Sensing (Second Edition)
edited by , Yuanchao Su and
submission deadline 30 Nov 2026 | 1 articles | Viewed by 515 | Submission Open
Keywords: remote sensing; hyperspectral image; image classification; feature extraction; artificial intelligence; image processing
(This special issue belongs to the Section Remote Sensing Image Processing)
Advancing Process Representation for Hydrological Modeling Across Spatiotemporal Scales
edited by , and
submission deadline 30 Nov 2026 | Viewed by 472 | Submission Open
Keywords: hydrological modeling; spatiotemporal scales; flood; drought; data-scarce regions; hybrid models; remote sensing
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Artificial Intelligence and Satellite Remote Sensing in Climate Smart Agriculture
edited by and
submission deadline 30 Nov 2026 | Viewed by 384 | Submission Open
Keywords: deep learning; climate-smart agriculture; remote sensing; image processing; spatial analysis
(This special issue belongs to the Section AI Remote Sensing)
Integration of Multispectral, LiDAR, and Artificial Intelligence Approaches for Characterizing Wetland Dynamics and Ecological Status submission deadline 30 Nov 2026 | Viewed by 370 | Submission Open
Keywords: bathymetric LiDAR; machine learning; deep learning; classification; wetland; water quality; chlorophyll-a; suspended solids
(This special issue belongs to the Section Ecological Remote Sensing)
Multimodal Sensing and Fusion Driven Intelligent Computing in Advanced Remote Sensing submission deadline 30 Nov 2026 | Viewed by 368 | Submission Open
Keywords: multimodal remote sensing; data fusion; hyperspectral imaging; SAR and LiDAR integration; intelligent image processing; machine learning for earth observation
(This special issue belongs to the Section Remote Sensing Image Processing)
3D Geospatial Intelligence and Scene Understanding from Multi-Source Remote Sensing
edited by , and
submission deadline 30 Nov 2026 | Viewed by 362 | Submission Open
Keywords: multi-source data fusion; 3D realistic geospatial landscape model and digital twins; virtual geographic environments (VGE); 3D gaussian splatting (3DGS) for geospatial applications; multi-sensor SLAM and geo-localization; smart aerospace infrastructure; advanced remote sensing for agricultural water resources management; natural hazard simulation
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Integrating Multi-Sensor Remote Sensing for Surface Deformation and Geohazard Detection
edited by , , Mimi Peng, Qi Zhang and
submission deadline 30 Nov 2026 | Viewed by 333 | Submission Open
Keywords: multi-sensor remote sensing; surface deformation; geohazard detection; InSAR; GNSS; time-series analysis; machine learning; data fusion
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Application of Remote Sensing Data in Data Assimilation, Reanalysis and Artificial Intelligence for Mesoscale Numerical Weather Models (Third Edition)
edited by , Yunheng Wang, , , and
submission deadline 30 Nov 2026 | Viewed by 332 | Submission Open
Keywords: advances in remote sensing data assimilation; new types of remote sensing observations; network design or data analysis with numerical models; convective-allowing and regional numerical model developments; probabilistic prediction methods; verification methods and statistical modeling; new developments in artificial intelligence for numerical models; regional and global data reanalysis techniques; coupled data assimilation; artificial intelligence; machine learning; air-quality research
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing Applications for Urban Tree Inventory, Health, and Management
edited by Jonathan Pando Ocón, and
submission deadline 30 Nov 2026 | Viewed by 321 | Submission Open
Keywords: applied remote sensing; urban forestry; tree segmentation; machine learning; deep learning; species/genus classification; vegetation health assessment; urban planning
(This special issue belongs to the Section Forest Remote Sensing)
Advances in GNSS Radio Occultation: Observation Physics, Uncertainty, Earth System Applications, and Using AI to Improve the RO Retrievals submission deadline 30 Nov 2026 | Viewed by 282 | Submission Open
Keywords: GNSS RO; boundary-layer retrievals; weather applications; atmospheric applications; benchmark observation for weather and climate model evaluation; AI applications on RO inversion
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advancements in Infrared Sounding Techniques and Applications
edited by Na Li and Xiaobin Zhao
submission deadline 30 Nov 2026 | Viewed by 270 | Submission Open
Keywords: atmospheric profiles; surface temperature; cloud properties; trace gases; fire detection; space target recognition; spectral signature analysis; radiometric calibration; urban heat; greenhouse gases
(This special issue belongs to the Section Remote Sensing Image Processing)
Satellite-Based Remote Sensing for Land Cover and Land Use Mapping in Agriculture
edited by Rémi D'Annunzio
submission deadline 30 Nov 2026 | Viewed by 260 | Submission Open
Keywords: commodities; land use change; monitoring; agroforestry; deforestation; perennial crop mapping
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing for Disaster Science: Building Damage Recognition and Analysis
edited by , Shengwen Li, and
submission deadline 30 Nov 2026 | Viewed by 258 | Submission Open
Keywords: remote sensing; disaster damage assessment; building damage detection; multi-modal remote sensing; high-resolution imagery; SAR-optical fusion; UAV remote sensing; LiDAR point clouds; deep learning; vision transformers
(This special issue belongs to the Section Earth Observation for Emergency Management)
Optical Remote Sensing for Deep Space Exploration
edited by Bin Xue, Weiming Xu and Yiyi Zhao
submission deadline 30 Nov 2026 | Viewed by 258 | Submission Open
Keywords: optical remote sensing instrumentation; radiometric and geometric calibration; hyperspectral spectroscopy; laser-induced breakdown spectroscopy (LIBS); Raman spectroscopy; autonomous optical navigation; in situ and orbital remote sensing; deep space exploration missions; sensor validation and performance evaluation; multi-technique integration
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Advances in Satellite Gravity Field Retrieval: From GRACE/GRACE-FO to Future Missions
edited by Malgorzata Szelachowska and
submission deadline 30 Nov 2026 | Viewed by 228 | Submission Open
Keywords: gravity satellite missions; satellite mission constellation; technological innovations; hydrology; groundwater; cryosphere; noise reduction; data integration
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Research Progress of Radar Remote Sensing in Sea Ice Monitoring submission deadline 30 Nov 2026 | Viewed by 218 | Submission Open
Keywords: remote sensing of sea ice; systems for sea ice and iceberg surveillance; algorithms for sea ice parameter retrieval; model-based sea ice monitoring; sea ice instruments and new algorithms for data assimilation in models; iceberg detection
(This special issue belongs to the Section Environmental Remote Sensing)
Multimodal Remote Sensing and Big Data Analytics for Earth Observation submission deadline 30 Nov 2026 | Viewed by 209 | Submission Open
Keywords: multimodal remote sensing; big geospatial data; data fusion; GeoAI; time-series analysis; deep learning; foundational models in remote sensing; cloud computing; geospatial analytics
(This special issue belongs to the Section Earth Observation Data)
Intelligent Spatio-Temporal Dynamic Analysis Based on Multi-Temporal Remote Sensing Images submission deadline 1 Dec 2026 | 1 articles | Viewed by 434 | Submission Open
Keywords: semantic segmentation; instance segmentation; panoptic segmentation; multi-temporal target correlation; multi-temporal target re-identification; change detection; remote sensing image description; change description; change analysis application
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing for Monitoring Glacier and Ice Sheet Margin Dynamics
edited by
submission deadline 1 Dec 2026 | Viewed by 299 | Submission Open
Keywords: glacier and ice sheet dynamics; synthetic aperture radar (SAR); satellite altimetry; machine learning in cryosphere studies; multi-sensor data fusion; glacier change detection and monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
3D Computer Vision for Remote Sensing: Point Clouds, Reconstruction and Scene Understanding
edited by , Li Li, Qi Dong and
submission deadline 15 Dec 2026 | 5 articles | Viewed by 3755 | Submission Open
Keywords: remote sensing; computer vision; LiDAR; point clouds; 3D synthesis and reconstruction; scene understanding; multimodal data fusion; deep generative models; large vision–language models; 3D remote sensing applications
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Advances in Deep Learning Change Detection Based on High-Resolution Remote Sensing Imagery
edited by , , Yuxing Chen and
submission deadline 15 Dec 2026 | 2 articles | Viewed by 2075 | Submission Open
Keywords: high-resolution remote sensing imagery; change detection; deep learning; foundation model; vision-language model; label-efficient learning; domain adaptation; zero-shot learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing Advances in Spaceborne Laser Altimetry for High-Accuracy Elevation Modeling and Application
edited by and
submission deadline 15 Dec 2026 | 1 articles | Viewed by 1040 | 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)
Machine Learning for Feature Extraction and Classification in Remote Sensing Images
edited by Peng Dou, and
submission deadline 16 Dec 2026 | 3 articles | Viewed by 2246 | Submission Open
Keywords: machine learning; feature extraction; image classification; remote sensing imagery; deep learning; target detection; hyperspectral imagery; SAR imagery; intelligent interpretation
(This special issue belongs to the Section Remote Sensing Image Processing)
Satellite Observations and Numerical Studies for Ionosphere, Plasma Dynamics, and Space Weather Prediction
edited by Dehe Yang and
submission deadline 20 Dec 2026 | 2 articles | Viewed by 4436 | Submission Open
Keywords: ionosphere; geomagnetic activities; space plasma; space weather/numerical weather monitoring; satellite remote sensing; in situ measurements; radio occultation
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Applications of SAR for Environment Observation Analysis (Second Edition) submission deadline 20 Dec 2026 | Viewed by 225 | Submission Open
Keywords: synthetic aperture radar (SAR); InSAR phase analysis; tomographic SAR; NISAR mission; BIOMASS mission; SAR polarimetry; environmental monitoring; machine learning for SAR; multitemporal SAR analysis; earth observation
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Multi-Sensor Remote Sensing for Vegetation Monitoring
edited by and
submission deadline 29 Dec 2026 | 7 articles | Viewed by 14740 | Submission Open
Keywords: SAR–optical synergy; thermal–optical synergy; LIDAR–optical synergy; SIF–multispectral synergy; vegetation biomass; vegetation phenology; vegetation mapping; vegetation parameter inversion
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Image Analysis for Forest Environmental Monitoring (2nd Edition) submission deadline 29 Dec 2026 | 1 articles | Viewed by 860 | Submission Open
Keywords: image analysis; remote sensing; environment monitoring; forests; multispectral and hypespectral imaging; airborne image
(This special issue belongs to the Section Ecological Remote Sensing)
GeoAI and EO Big Data Driven Advances in Earth Environmental Science (Second Edition)
edited by , Hui Lin, , and
submission deadline 30 Dec 2026 | 9 articles | Viewed by 7916 | Submission Open
Keywords: earth observation big data; GeoAI; multisource/multimodal data fusion; long time-series analysis; retrievals of environmental variables; postprocessing of environmental variable retrievals; monitoring, evaluation, and prediction; land cover land use; natural hazards; high-impact events
(This special issue belongs to the Section Environmental Remote Sensing)
Spaceborne Global Navigation Satellite System Reflectometry (GNSS-R): Techniques, Applications, and Challenges
edited by , Wei Wan and
submission deadline 30 Dec 2026 | 3 articles | Viewed by 7643 | 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)
Applications of Multi-Instrument Remote Sensing in Climate Change and Sustainability Monitoring
edited by , and Zhiliang Zhu
submission deadline 30 Dec 2026 | 5 articles | Viewed by 4960 | 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)
Deep Neural Networks for Hyperspectral Remote Sensing Image Processing (Second Edition)
edited by , Enyu Zhao, and
submission deadline 30 Dec 2026 | 4 articles | Viewed by 4259 | 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 with Radar or Lidar for Multi-Scale Atmospheric Observation
edited by and
submission deadline 30 Dec 2026 | 2 articles | Viewed by 2437 | Submission Open
Keywords: radar remote sensing; lidar atmospheric sensing; multi-scale atmospheric observation; atmospheric boundary layer observation; atmospheric parameter retrieval; energy meteorology observation; wind field detection; cloud and precipitation detection; radar/lidar data assimilation; machine learning
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advanced Image Processing Technologies and Applications for Remote Sensing
edited by Feiming Wei, and Jin Ma
submission deadline 30 Dec 2026 | 3 articles | Viewed by 2234 | Submission Open
Keywords: deep learning; advanced image processing; target recognition; image classification; object detection
(This special issue belongs to the Section Remote Sensing Image Processing)
Monitoring Water Resources and Hydraulic Infrastructure with GNSS, InSAR, GRACE and SWOT Satellite Observations submission deadline 30 Dec 2026 | 3 articles | Viewed by 2177 | Submission Open
Keywords: water resources; hydraulic infrastructure; GNSS; InSAR; GRACE; SWOT; satellite observations; artificial intelligence; remote sensing
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing for Planetary Geomorphology and Mapping
edited by and
submission deadline 30 Dec 2026 | 2 articles | Viewed by 1705 | Submission Open
Keywords: quantitative geomorphology; planetary geomorphology; remote sensing; DEM; GIS; impact geomorphology; ecological and environmental change; geology; geomorphological evolution; geomorphological classification and mapping
(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 Dec 2026 | 1 articles | Viewed by 1483 | 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 Observation Methods for Leaf Area Index (LAI)
edited by Weiliang Fan, and Meihong Fang
submission deadline 30 Dec 2026 | 1 articles | Viewed by 1154 | 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)
Multimodal Fusion for SAR Target Detection: Recent Advances and Challenges
edited by , , , and Jinsong Zhang
submission deadline 30 Dec 2026 | 1 articles | Viewed by 641 | Submission Open
Keywords: SAR target detection; multimodal fusion; multi-sensor registration; deep learning; explainable models; LiDAR; optical data fusion; multi-platform collaboration; target recognition
(This special issue belongs to the Section Remote Sensing Image Processing)
Multi-Source Remote Sensing for Cloud and Precipitation Monitoring
edited by and Zhaoxin Cai
submission deadline 30 Dec 2026 | 1 articles | Viewed by 544 | Submission Open
Keywords: clouds and precipitation; multi-source observation; weather modification; macro and micro characteristics; in situ observations; fog monitoring; aerosol–cloud–precipitation interactions
(This special issue belongs to the Section Atmospheric Remote Sensing)
Mobile Mapping Systems in Environmental Remote Sensing: Advances for Urban and Forest Applications
edited by
submission deadline 30 Dec 2026 | Viewed by 254 | Submission Open
Keywords: mobile mapping systems (MMS); LiDAR; GNSS/INS integration; photogrammetry; urban remote sensing; forest remote sensing; multi-source data fusion; geospatial data processing; artificial intelligence (AI) and machine learning; environmental monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Ecosystem Protection in Arid and Semi-Arid Regions Supported by Multi-Source Remote Sensing Data
edited by , Junran Li, and
submission deadline 31 Dec 2026 | 7 articles | Viewed by 19569 | 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)
Application of Advanced Remote Sensing Techniques in Mining Areas submission deadline 31 Dec 2026 | 9 articles | Viewed by 18310 | Submission Open
Keywords: high-resolution remote sensing; optical data; SAR images; surface/open-pit mining; disturbances; coal waste dumps; mining subsidence area; land degradation; land reclamation and ecological restoration; active/abandoned mining; deep learning; change detection; Google Earth Engine
Remote Sensing and Associated Artificial Intelligence in Agricultural Applications (2nd Edition) submission deadline 31 Dec 2026 | 6 articles | Viewed by 14605 | 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)
Advanced Quantitative Remote Sensing for Sustainable Agriculture and Vegetation: From Multi-Sensor Fusion to AI-Driven Global Food Security
edited by , Zunjian Bian, and
submission deadline 31 Dec 2026 | 1 articles | Viewed by 13989 | Submission Open
Keywords: quantitative remote sensing; precision agriculture; deep learning and foundation models; multi-sensor data fusion; crop yield prediction and phenotyping; carbon sequestration and soil health; vegetation radiative transfer models (RTMs); climate change adaptation; UAV and high-resolution imaging; digital twins in agriculture
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Signal Processing, Image Processing and Fusion Techniques in Remote Sensing
edited by
submission deadline 31 Dec 2026 | 5 articles | Viewed by 12478 | 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)
Multi-Object Detection and Feature Extraction of Remote Sensing Images
edited by , Yan Zhang, Zhiguang Shi and Ruigang Fu
submission deadline 31 Dec 2026 | 7 articles | Viewed by 12037 | Submission Open
Keywords: remote sensing imagery; multi-object detection; feature extraction; deep learning; transformer-based architectures; multi-modal fusion
(This special issue belongs to the Section Remote Sensing Image Processing)
Ground Deformation Patterns Detection by InSAR and GNSS Techniques (3rd Edition)
edited by , and Federica Sparacino
submission deadline 31 Dec 2026 | 6 articles | Viewed by 8707 | 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 of Water Dynamics in Permafrost Regions
edited by Zeyong Gao and Lingxiao Wang
submission deadline 31 Dec 2026 | 6 articles | Viewed by 8678 | Submission Open
Keywords: permafrost degradation; thermokarst processes; ground-ice melting; active layer dynamics; climate change impacts; eco-hydrological effects
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
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