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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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Satellite-Based Remote Sensing for Inland and Coastal Water Quality Monitoring
edited by and
submission deadline 30 Mar 2027 | Viewed by 39 | Submission Open
Keywords: water quality; remote sensing; inland waters; coastal waters; spatiotemporal scale; driving mechanism
(This special issue belongs to the Section Ocean Remote Sensing)
Advances in Multi-Source Remote Sensing, Space-Based Observations, Data Assimilation and Deep Learning for Localized Extreme Weather: Understanding Remote Sensing
edited by Chuang Zhang, and Xiaoling Zhang
submission deadline 31 Mar 2027 | 3 articles | Viewed by 2488 | Submission Open
Keywords: localized extreme weather; remote sensing data assimilation; multi-source data fusion; deep learning in meteorology; precipitation nowcasting; statistical post-processing; high-resolution weather prediction; cognitive science in remote sensing
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in Thermal Infrared Remote Sensing: Monitoring, Modeling and Validation submission deadline 31 Mar 2027 | Viewed by 667 | 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)
Remote Sensing of Surface Deformation Using Multi-Temporal SAR Interferometry submission deadline 31 Mar 2027 | Viewed by 578 | Submission Open
Keywords: radar remote sensing; SAR/InSAR/PolSAR imaging; MT-InSAR; structural health monitoring; geological hazards; surface deformation
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Feature Paper Special Issue on Ocean Remote Sensing (Third Edition)
edited by , Chen Zhao and
submission deadline 31 Mar 2027 | 1 articles | Viewed by 445 | Submission Open
Keywords: ocean color remote sensing; ocean radar and microwave remote sensing; ocean surface parameters retrieval; marine target and oil spill detection; machine learning and deep learning for ocean remote sensing; data fusion and assimilation
(This special issue belongs to the Section Ocean Remote Sensing)
Personal Remote Sensing and Advanced 3D Reconstruction in Geology: Data Acquisition, Processing and Interpretation
edited by and
submission deadline 31 Mar 2027 | Viewed by 372 | Submission Open
Keywords: 3D reconstruction; photogrammetry and remote sensing; LiDAR; point cloud processing; digital outcrop model; geomorphology; artificial intelligence; geological interpretation; hyperspectral; data fusion
(This special issue belongs to the Section Engineering Remote Sensing)
Remote Sensing and Intelligent Monitoring for Underground Space Safety: From Deformation Detection to Early Warning
edited by Yinzhi Zhao, , and Bufan Zhao
submission deadline 31 Mar 2027 | Viewed by 320 | Submission Open
Keywords: underground space safety; deformation monitoring; SAR/LiDAR/fiber optic; millimeter-wave radar; computer vision; indoor positioning; multi-sensor fusion; intelligent monitoring; early warning
(This special issue belongs to the Section Engineering Remote Sensing)
Remote Sensing for Object Detection and Change Detection: Algorithms and Applications
edited by , , Qi Ming and
submission deadline 31 Mar 2027 | Viewed by 280 | Submission Open
Keywords: object detection and change detection in remote sensing; zero-shot/few-shot/weakly-supervised/semi-supervised/incremental learning for RSI interpretation; multi-source, multi-temporal, and multi-modal remote sensing data fusion and interpretation; tiny/fine-grained object detection and segmentation; foundation model-driven (VFM, VLM, LLM) detection and change analysis; lightweight/real-time object detection and change detection architectures; remote sensing interpretation applications with advanced AI technology
(This special issue belongs to the Section Remote Sensing Image Processing)
GeoAI-Driven Remote Sensing for Smart Environmental and Resource Monitoring
edited by , , Lei Huang and
submission deadline 31 Mar 2027 | Viewed by 257 | Submission Open
Keywords: GeoAI; remote sensing; earth observation; environmental monitoring; natural resource management; deep learning; spatial-temporal big data; multimodal data fusion
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Multi-Modal Remote Sensing and AI for Urban Safety and Disaster Resilience
edited by , Xiwei Fan, Bo Yu and
submission deadline 31 Mar 2027 | Viewed by 256 | Submission Open
Keywords: multi-modal remote sensing; artificial intelligence; nighttime light data; deep learning; multi-sensor data fusion; low-altitude remote sensing; urban resilience; UAV; LiDAR; SAR; large vision models; large language modeling; disaster risk reduction; vulnerability assessment; hazard monitoring; emergency response
(This special issue belongs to the Section Earth Observation for Emergency Management)
Artificial Intelligence for Forest Remote Sensing: Methods, Applications and Emerging Trends
edited by Xueyan Zhu, , Xihan Mu and
submission deadline 31 Mar 2027 | Viewed by 220 | Submission Open
Keywords: forest remote sensing; multi-source remote sensing; geospatial artificial intelligence (GeoAI); digital twins; forest monitoring; artificial intelligence
(This special issue belongs to the Section Forest Remote Sensing)
Soil Moisture Retrieval and Drought Monitoring Based on Remote Sensing submission deadline 31 Mar 2027 | Viewed by 183 | Submission Open
Keywords: soil moisture; drought; microwave remote sensing; optical remote sensing; thermal infrared remote sensing
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing for Global Wetland Mapping: Toward the Sustainable Development Goals
edited by
submission deadline 31 Mar 2027 | Viewed by 182 | Submission Open
Keywords: coastal wetland vulnerability; habitat quality; biodiversity modelling; multi-sensor data fusion; blue carbon; ecosystem services
(This special issue belongs to the Section Environmental Remote Sensing)
Development and Application of Time-Series InSAR in Earth Surface Monitoring
edited by
submission deadline 31 Mar 2027 | Viewed by 177 | Submission Open
Keywords: time-series InSAR; persistent scatterer interferometry (PSI); small baseline subset (SBAS); multi-temporal analysis; earth surface deformation; geohazard monitoring; infrastructure monitoring
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Lightweight AI Remote Sensing: Sensors, Algorithms, Computing
edited by Miao Li, , and Jun Yue
submission deadline 31 Mar 2027 | Viewed by 161 | Submission Open
Keywords: lightweight AI; event-based sensors; hardware acceleration; real-time inference; brain-inspired algorithms; moving target detection; semantic segmentation; disaster monitoring; urban fine management
(This special issue belongs to the Section AI Remote Sensing)
Intelligent Processing of Spatial–Spectral–Temporal Remote Sensing Imagery
edited by , Shanhong Liu, and
submission deadline 31 Mar 2027 | Viewed by 142 | Submission Open
Keywords: spatial–spectral–temporal fusion; remote sensing image processing; multidimensional image reconstruction; time-series analysis; remote sensing foundation models; hyperspectral imaging; change detection; object recognition, detection, and tracking
(This special issue belongs to the Section Remote Sensing Image Processing)
Next-Generation Earth Observation: Remote Sensing Perspectives on Global Environmental Challenges
edited by
submission deadline 31 Mar 2027 | Viewed by 127 | Submission Open
Keywords: earth observation; AI; SAR; environment; urban; remote sensing
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing Dense Prediction in the Era of Foundation Models and AI Agents
edited by , , , Jingtao Li and
submission deadline 31 Mar 2027 | Viewed by 120 | Submission Open
Keywords: semantic segmentation; dense prediction; change detection; foundation models; vision–language models; multimodal large language models; AI agents; label-efficient learning; Earth observation
(This special issue belongs to the Section AI Remote Sensing)
Advanced Remote Sensing of Aquatic Environments: Water Quality, Ecosystem Dynamics, and Environmental Change submission deadline 31 Mar 2027 | Viewed by 106 | Submission Open
Keywords: aquatic remote sensing; ocean optics; ocean color; water quality monitoring; inherent optical properties of water; oil spill detection; environmental monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing and Data Assimilation in Flood Modeling and Prediction submission deadline 31 Mar 2027 | Viewed by 100 | Submission Open
Keywords: remote sensing; flood modeling; weather radar precipitation; numerical weather prediction; flood risk management; probabilistic flood forecasting
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Satellite-Based Radiative Transfer Modeling for Vegetation
edited by Xihan Mu, , Yingjie Wang, and
submission deadline 31 Mar 2027 | Viewed by 95 | Submission Open
Keywords: radiative transfer modeling (RTM); 3D canopy architecture; vegetation parameter inversion; multi-dimensional remote sensing; physics-guided AI; LiDAR and optical synergy; geometric-optical models; ecosystem health monitoring
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Foundation Models and Deep Learning for Intelligent SAR Image Understanding and Analysis
edited by , Lingjun Zhao and Weijie Li
submission deadline 31 Mar 2027 | Viewed by 90 | Submission Open
Keywords: synthetic aperture radar (SAR); foundation models; deep learning; self-supervised learning; multimodal learning; vision–language models; generative AI; intelligent SAR interpretation; physics-aware learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Artificial Intelligence and Big Earth Observation Data for Sustainable Development Goals
edited by , J. Javier Samper-Zapater and Juan José Martínez Durá
submission deadline 31 Mar 2027 | Viewed by 86 | Submission Open
Keywords: big earth data; earth observation; remote sensing; artificial intelligence; machine learning; geospatial analytics; sustainable development goals; FAIR data; semantic interoperability; environmental monitoring; climate services; data fusion; validation; decision support
(This special issue belongs to the Section Environmental Remote Sensing)
Advancements in Remote Sensing Data Processing with Foundation Models submission deadline 31 Mar 2027 | Viewed by 82 | Submission Open
Keywords: remote sensing foundation models; large pre-training models for remote sensing; multimodal earth observation and data fusion; self-supervised learning; vision-language models; efficient onboard artificial intelligence for remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Integrating Earth Observation, Airborne Technologies, Artificial Intelligence, and Process-Based Modelling for Climate-Resilient Environmental and Agricultural Landscapes submission deadline 31 Mar 2027 | Viewed by 75 | Submission Open
Keywords: artificial intelligence; process-based models; climate change impacts; environmental monitoring; agricultural landscapes; Earth observation
(This special issue belongs to the Section Environmental Remote Sensing)
Artificial Intelligence and Machine Learning for Detection and Observation in Remote Sensing Imagery submission deadline 31 Mar 2027 | Viewed by 72 | Submission Open
Keywords: artificial intelligence; remote sensing; object detection; anomaly detection; change detection; semantic segmentation; earth observation; hyperspectral/SAR/optical imagery; unmanned aerial vehicle imagery
(This special issue belongs to the Section AI Remote Sensing)
Detection, Segmentation and Fusion for High-Resolution UAV Remote Sensing Applications
edited by , Fernando Aguado-Agelet and
submission deadline 31 Mar 2027 | Viewed by 71 | Submission Open
Keywords: UAV remote sensing; high-resolution imagery; object detection; semantic segmentation; data fusion; multi/hyper spectral imaging; LiDAR photogrammetry; artificial intelligence
(This special issue belongs to the Section Remote Sensing Image Processing)
Fine-Scale Satellite Mapping of Smallholder and Fragmented Agricultural Landscapes
edited by and
submission deadline 31 Mar 2027 | Viewed by 66 | Submission Open
Keywords: crop classification; land cover and land use; agriculture; spaceborne remote sensing; multi-source remote sensing; deep learning; time-series analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Collaborative Learning and Optimization Across Data, Modalities and Tasks in Remote Sensing Image Processing
edited by , , and Zedong Tang
submission deadline 31 Mar 2027 | Viewed by 64 | Submission Open
Keywords: collaborative learning; remote sensing image interpretation; multimodal data fusion; cross-domain representation learning; few-shot learning; federated learning; evolutionary computation; remote sensing data security
(This special issue belongs to the Section Remote Sensing Image Processing)
Next-Generation Agricultural Remote Sensing: Fusing Earth Observation, AI and Edge Systems Across Open and Greenhouse Environments
edited by
submission deadline 31 Mar 2027 | Viewed by 64 | Submission Open
Keywords: high-resolution spatial, spectral (multispectral/hyperspectral), and temporal remote sensing data integration; sensor fusion techniques combining satellite, drone, and proximal crop/soil sensing frameworks; machine learning and deep learning applications for remote sensing image processing and feature extraction; remote sensing pipelines tailored for edge computing, real-time spatial analytics, and robotic vision; cross-domain spectral dynamics: adapting closed-system/greenhouse remote sensing technologies to open-field systems; digital twin creation and predictive modelling grounded in continuous spatial observation
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Temporal and Spatial Analysis of Multi-Source Remote Sensing Images (Second Edition)
edited by Lin Lei, and
submission deadline 31 Mar 2027 | Viewed by 61 | Submission Open
Keywords: remote-sensing images; multi-source data; spatial–temporal analysis; machine learning and deep learning; multi-modal image fusion; change detection; feature alignment
(This special issue belongs to the Section Remote Sensing Image Processing)
Deep Learning for Remote Sensing Image Understanding submission deadline 31 Mar 2027 | Viewed by 61 | Submission Open
Keywords: multimodal remote sensing; intelligent interpretation; data fusion; target detection, tracking and recognition; foundation models; 3D scene understanding; active perception; remote sensing information processing
(This special issue belongs to the Section Remote Sensing Image Processing)
Deep Learning-Based Remote Sensing for Water Quality Monitoring and Forecasting
edited by Bin Yang, , Linwei Yue and
submission deadline 31 Mar 2027 | Viewed by 61 | Submission Open
Keywords: water quality; deep learning; remote sensing; eutrophication; multi-source data fusion; time-series forecasting; inland waters; coastal waters
(This special issue belongs to the Section Environmental Remote Sensing)
Recent Advances in Hyperspectral Remote Sensing: Theories, Technologies and Applications (2nd Edition)
edited by , and Ke Zheng
submission deadline 31 Mar 2027 | Viewed by 60 | Submission Open
Keywords: remote sensing; hyperspectral remote sensing; image processing; hyperspectral applications; artificial intelligence
(This special issue belongs to the Section Remote Sensing Image Processing)
Hyperspectral Remote Sensing for Planetary and Surface Composition Mapping
edited by , Zhaopeng Chen, and Qing Zhang
submission deadline 31 Mar 2027 | Viewed by 57 | Submission Open
Keywords: hyperspectral remote sensing; lunar and planetary surfaces; compositional and mineralogical mapping; spectral unmixing; machine learning; space weathering; laboratory spectral analysis; lunar and planetary exploration missions
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Remote Sensing Solutions for Mining Life Cycle
edited by , and Arthur J. Lembo
submission deadline 31 Mar 2027 | Viewed by 54 | Submission Open
Keywords: multispectral remote sensing; hyperspectral imaging; mineral exploration; mining areas; tailings; mine waste; geochemistry; UAV remote sensing; satellite imagery; data fusion; GIS; spatial analysis; critical raw materials; environmental monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing Interpretation and Systematic Engineering for Natural Resources Monitoring and Management (Third Edition) submission deadline 31 Mar 2027 | Viewed by 52 | Submission Open
Keywords: multi-source data fusion; sample database construction; object-based image analysis; GeoAI; land cover/use classification; land cover/use change monitoring/projection/modeling; advanced image processing techniques (machine learning and deep learning); cloud-based intelligent remote sensing application
(This special issue belongs to the Section Engineering Remote Sensing)
Next-Generation AI, Advanced Numerical Modeling and Multi-Sensor Fusion for Landslide Intelligence submission deadline 31 Mar 2027 | Viewed by 47 | Submission Open
Keywords: multi-sensor data fusion; artificial intelligence; machine learning; numerical modelling; geospatial big data; early warning systems; landslide susceptibility; IoT; edge computing
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Demand-Driven and Explainable Artificial Intelligence for Remote Sensing Data Mining and Applications
edited by , , and Shengjie Liu
submission deadline 31 Mar 2027 | Viewed by 43 | Submission Open
Keywords: data mining; deep learning; explainable artificial intelligence; demand-driven remote sensing; multi-source data fusion; machine learning; foundation models; earth observation; intelligent applications
(This special issue belongs to the Section Remote Sensing Image Processing)
Middle and Upper Atmosphere Remote Sensing: Theory and Observations
edited by Qixiang Liao, Zheng Sheng, Xiaogang Huang and Peng Guo
submission deadline 31 Mar 2027 | Viewed by 42 | Submission Open
Keywords: middle atmosphere; upper atmosphere; lidar remote sensing; radar remote sensing; atmospheric dynamics; gravity waves; ionosphere; temperature and wind retrieval; satellite observations; space weather
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing of Methane Emissions: Detection, Quantification and Inverse Modeling
edited by and
submission deadline 31 Mar 2027 | Viewed by 41 | Submission Open
Keywords: methane emissions; satellite remote sensing; plume detection; emission quantification; inverse modeling; atmospheric transport and data assimilation
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing for Agricultural Water Management (RSAWM) (Third Edition) submission deadline 31 Mar 2027 | Viewed by 40 | Submission Open
Keywords: precision agriculture; irrigation management; remote sensing; evapotranspiration; soil moisture; crop water stress; agro-hydrological modeling; data assimilation; artificial intelligence and machine learning
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Satellite Remote Sensing in Flood Monitoring and Water Resource Management
edited by Dingtao Shen, , and Yue-Ping Xu
submission deadline 31 Mar 2027 | Viewed by 35 | Submission Open
Keywords: satellite remote sensing; flood mapping and monitoring; water resource management; hydrological modeling; remote sensing of water resources; SAR and optical remote sensing; GRACE/GRACE-FO and SWOT missions; artificial intelligence and deep learning; climate change and hydrological extremes
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing for Marine Ecological Research
edited by and
submission deadline 1 Apr 2027 | 1 articles | Viewed by 2245 | Submission Open
Keywords: marine ecology; coral reefs; seagrass ecosystems; kelp forests; spatial data science; underwater observations
(This special issue belongs to the Section Ocean Remote Sensing)
Microwave Radar Remote Sensing: From Emerging Technologies to Earth Observation Applications submission deadline 15 Apr 2027 | Viewed by 29 | Submission Open
Keywords: microwave radar remote sensing; synthetic aperture radar (SAR); interferometric SAR (InSAR); artificial intelligence; multi-platform radar systems; earth surface dynamics; earth observation; infrastructure monitoring; natural hazards
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advances in Remote Sensing for Plant Diseases and Pests Monitoring and Early Warning
edited by , , Hong Sun, and
submission deadline 15 Apr 2027 | Viewed by 15 | Submission Open
Keywords: plant pests and diseases; remote sensing; multi-source data fusion; spatiotemporal early warning; artificial intelligence; multi-scenario application; smart plant protection; biosecurity
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing for Wetland Ecosystem Mapping, Monitoring, and Sustainable Management
edited by , Yuanchao Su, and
submission deadline 20 Apr 2027 | Viewed by 91 | Submission Open
Keywords: wetland remote sensing; ecosystem mapping and monitoring; wetland conservation, restoration and sustainable management; biodiversity and functional traits; artificial intelligence and deep learning; biomass and carbon storage
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing for Plant Phenotyping and Precision Agriculture submission deadline 20 Apr 2027 | Submission Open
Keywords: remote sensing; plant phenotyping; precision agriculture; artificial intelligence; computer vision; multispectral imaging; hyperspectral sensing; lidar point clouds; plant disease detection; crop stress detection
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in AI, Machine Learning and Multimodal Remote Sensing Image Analysis submission deadline 30 Apr 2027 | Viewed by 109 | Submission Open
Keywords: artificial intelligence (AI); deep learning; foundation models; remote sensing; computer vision; vision-language models; multi-source data fusion; image segmentation; geospatial analytics; earth observation
(This special issue belongs to the Section Remote Sensing Image Processing)
Satellite Remote Sensing of Ocean Surface Parameters: Physics-Based Methods and Machine Learning, and Validation
edited by , Lanjie Zhang and Zhenzhan Wang
submission deadline 30 Apr 2027 | Viewed by 103 | Submission Open
Keywords: sea surface parameters; satellite remote sensing; physics-based and AI retrieval methods; multi-source data fusion; product validation; uncertainty estimation
(This special issue belongs to the Section Ocean Remote Sensing)
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