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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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Advanced Remote Sensing for Next-Generation Smart Agriculture: Innovations, Integration, and Applications
edited by , , Qiaomin Chen and
submission deadline 23 Jan 2026 | 2 articles | Viewed by 1901 | Submission Open
Keywords: smart agriculture; remote sensing; Unmanned Aerial Vehicles (UAVs); satellite imagery; Hyperspectral & Multispectral Imaging; LiDAR; Artificial Intelligence (AI); crop monitoring; yield prediction
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing-Based Assessments in the Forest Fire Disturbance Continuum submission deadline 28 Jan 2026 | 2 articles | Viewed by 4667 | Submission Open
Keywords: wildfires; fire severity; burned area; multispectral/hyperspectral; LiDAR; SAR; unmanned aerial vehicles; fuel mapping; fire impacts on vegetation and soils; fire regime
(This special issue belongs to the Section Forest Remote Sensing)
AI-Driven Mapping Using Remote Sensing Data
edited by , and
submission deadline 30 Jan 2026 | 6 articles | Viewed by 12724 | Submission Open
Keywords: AI-driven remote sensing; image interpretation; change detection; urban modeling; spatially explicit  AI; crowdsourced label
(This special issue belongs to the Section AI Remote Sensing)
Advanced Lidar Remote Sensing for Atmosphere, Vegetation, and Ocean Observations
edited by Boming Liu, Zhiyu Zhang, , and
submission deadline 30 Jan 2026 | 6 articles | Viewed by 6888 | Submission Open
Keywords: lidar remote sensing; aerosol and clouds; boundary layer; leaf and canopy; lidar bathymetry; photon-counting lidar; high-spectral-resolution lidar
(This special issue belongs to the Section Atmospheric Remote Sensing)
Multi-Source Remote Sensing for Environmental Component Monitoring and Target Detection
edited by , Juhua Luo, and
submission deadline 30 Jan 2026 | 4 articles | Viewed by 4486 | Submission Open
Keywords: environmental component monitoring; atmospheric detection; target detection; lidar; floating platform; satellite; airborne; unmanned aerial vehicles (UAVs); collaborative observation; data assimilation
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Remote Sensing for Soil Property Mapping
edited by Miao Lu, Shangrong Wu and
submission deadline 30 Jan 2026 | 4 articles | Viewed by 3920 | Submission Open
Keywords: soil quality; soil properties; soil mapping; crop responses; crop growth/yield
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Integrating Remote Sensing, Machine Learning, and Process-Based Modelling for Monitoring Environmental and Agricultural Landscapes Under Climate Change
edited by Michael Gbenga Ogungbuyi and
submission deadline 30 Jan 2026 | 3 articles | Viewed by 2638 | Submission Open
Keywords: remote sensing; machine learning; artificial intelligence; deep learning; process-based models; biophysical modelling; climate change impacts; environmental monitoring; agricultural landscapes; adaptive management
(This special issue belongs to the Section Environmental Remote Sensing)
Linking Landscapes, Landsliding, and Ecosystem Diversity and Functioning: New Insights from Remote Sensing submission deadline 30 Jan 2026 | 1 articles | Viewed by 2349 | Submission Open
Keywords: biodiversity; functional diversity; ecosystem function; ecosystem services; landscape function; spatial diversity; mountainscapes; landsliding
(This special issue belongs to the Section Biogeosciences Remote Sensing)
AI-Empowered Remote Sensing Monitoring and Geospatial Analysis for Ocean and Coastal Environments
edited by Gang Yang, , , and
submission deadline 30 Jan 2026 | 3 articles | Viewed by 2122 | Submission Open
Keywords: coastal ocean modeling; coastal ocean remote sensing; coastal and ocean environment monitoring; coastal ocean forecasting; biodiversity; ecological process and risk assessment; artificial intelligence (AI); deep learning; UAV; radar; digital twin; ocean and coastal scenario— simulation
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Recent Advances in Hyperspectral Remote Sensing: Theories, Technologies and Applications
edited by , and Ke Zheng
submission deadline 30 Jan 2026 | 2 articles | Viewed by 2113 | 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)
Remote Sensing for Landscape Dynamics
edited by , Wei Han, and
submission deadline 30 Jan 2026 | 2 articles | Viewed by 2063 | Submission Open
Keywords: landscape dynamics; land use/land cover change; landscape pattern analysis; remote sensing; machine learning; time series analysis; landscape resilience; land degradation and recovery; geospatial modeling; multi-sensor data fusion; vegetation monitoring; large language models
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Remote Sensing of the Inland and Coastal Water Zones (3rd Edition) submission deadline 30 Jan 2026 | 1 articles | Viewed by 589 | Submission Open
Keywords: coastal zone; coastal geomorphology; inland waters; shoreline change/erosion; ecosystem; water parameters; water level; bathymetry; topo-bathymetry; geodata processing; data fusion; LIDAR; spatial big data; satellite remote sensing; algal blooms; 3D modelling; spatial mapping; image processing and analysis; machine learning; digital elevation/bathymetric models
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing in Water Quality Monitoring submission deadline 30 Jan 2026 | Viewed by 539 | Submission Open
Keywords: remote sensing; water quality; water clarity; eutrophication; water turbidity; atmospheric correction; algal bloom; climate change; multi-source integrated observation; inherent/apparent optical properties
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing for Environmental Monitoring in Cold and Arid Regions: Advances and Perspectives
edited by , , Miao Zhang and Mingyang Lv
submission deadline 30 Jan 2026 | 1 articles | Viewed by 489 | Submission Open
Keywords: cold and arid region; frozen soil monitoring; glacier monitoring; desert monitoring; data fusion; spatial modeling
(This special issue belongs to the Section Environmental Remote Sensing)
Applications of Artificial Intelligence Methods to Agroforestry Remote Sensing submission deadline 30 Jan 2026 | Viewed by 485 | Submission Open
Keywords: agricultural remote sensing; forestry remote sensing; multi-sensor fusion; deep learning; computer vision; crop monitoring; precision agriculture; sustainable forest management; internet of things; biomass estimation; algorithm improvement
(This special issue belongs to the Section Forest Remote Sensing)
Emerging Technologies in Hyperspectral Image 3A—Acquisition, Analysis and Application
edited by Jie Chen, Shumin Liu, Min Zhao, Shuaikai Shi and Xiuheng Wang
submission deadline 30 Jan 2026 | Viewed by 365 | Submission Open
Keywords: image processing; hyperspectral data acquisition; computational imaging; spectral and spatial analysis; AI-tools; hyperspectral applications; deep learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Reviews in Remote Sensing Image Processing: Methods, Architectures, and Applications
edited by Qi Wang
submission deadline 30 Jan 2026 | Viewed by 297 | Submission Open
Keywords: image processing; remote sensing; review; survey
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing for Cryospheric Hazards
edited by , Jiansheng Hao and Chenchen Qiu
submission deadline 30 Jan 2026 | Viewed by 287 | Submission Open
Keywords: remote sensing detection; climate change; glacierized regions; glacier retreat; cryospheric hazards; ice-rock avalanche; GLOF; glacial debris flow; susceptibility mapping; risk assessment
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Innovative Remote Sensing Methods and Applications for Smart Cities
edited by , Biao He and
submission deadline 30 Jan 2026 | Viewed by 284 | Submission Open
Keywords: urban remote sensing; smart city applications; artificial intelligence in remote sensing; multisensor data fusion; urban monitoring and management
(This special issue belongs to the Section Urban Remote Sensing)
Evaluation of Ecological Environment Quality Using Remote Sensing submission deadline 30 Jan 2026 | Viewed by 250 | Submission Open
Keywords: remote sensing technology; ecological environment quality; vegetation dynamics; land use/cover change (LUCC); ecosystem monitoring; ecological model
(This special issue belongs to the Section Ecological Remote Sensing)
Recent Advances and Future Vision for Remote Sensing of Cultural and Natural Heritage submission deadline 30 Jan 2026 | Viewed by 238 | Submission Open
Keywords: remote sensing; cultural heritage; natural heritage; natural hazards; cutting-edge technologies; disaster risk reduction; preservation; change detection; machine learning; decision support systems
High-Resolution Multisource Remote Sensing of Vegetation: Biomass, Structure, and Carbon Dynamics submission deadline 30 Jan 2026 | Viewed by 234 | Submission Open
Keywords: high-spatial-resolution vegetation remote sensing product; carbon dynamic; biomass; vegetation structure parameters; vegetation monitoring; lidar based vegetation products
(This special issue belongs to the Section Environmental Remote Sensing)
Multi-Object Detection and Feature Extraction of Remote Sensing Images
edited by , Yan Zhang, Zhiguang Shi and Ruigang Fu
submission deadline 30 Jan 2026 | 1 articles | Viewed by 201 | 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)
Geospatial Big Data and Remote Sensing for Urban Analysis
edited by , Chao Sun, Shanqi Zhang and Manchun Li
submission deadline 30 Jan 2026 | Viewed by 151 | Submission Open
Keywords: geospatial big data; remote sensing; multi-source geographical data fusion; urban planning; AI-driven modeling; decision support; real-time monitoring
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
High Earth Orbit Spaceborne SAR Systems, Technologies, and Applications (2nd Edition)
edited by , , Yongkang Li and
submission deadline 30 Jan 2026 | Viewed by 151 | Submission Open
Keywords: new imaging mechanism and theory; high Earth orbit spaceborne SAR; moving target indication; interference suppression; SAR image recognition and interpretation; antenna technologies for high Earth orbit spaceborne SAR; artificial intelligence in SAR applications; L-SAR4
Ground- and Satellite-Based Remote Sensing for Air Quality Monitoring
edited by Patrizio Tratzi and
submission deadline 30 Jan 2026 | Viewed by 143 | Submission Open
Keywords: ground-based remote sensing; DOAS; air quality monitoring; tropospheric pollution; long-term observations
(This special issue belongs to the Section Atmospheric Remote Sensing)
LiDAR Technology in Forest Ecosystems: Advances and Applications in Forest Management, Monitoring and Modelling
edited by Matteo Mura
submission deadline 30 Jan 2026 | Viewed by 119 | Submission Open
Keywords: LiDAR; airborne laser scanning; forest inventory; forest biometrics; large area estimation; forest management; forest monitoring
(This special issue belongs to the Section Forest Remote Sensing)
Multi-Sensor Remote Sensing and Advanced Computational Frameworks for Landslide Detection and Predictive Modeling submission deadline 30 Jan 2026 | Viewed by 106 | Submission Open
Keywords: earth observation data— remote sensing technology; geographic information systems; machine learning; soft computing; landslide susceptibility; hazardous; and risk mapping; explainable AI in landslide phenomena prediction  
(This special issue belongs to the Section Earth Observation for Emergency Management)
Advancements in Ionospheric Research: Remote Sensing, Space Weather Impacts, and Machine Learning
edited by and
submission deadline 30 Jan 2026 | Viewed by 101 | Submission Open
Keywords: remote sensing techniques; ionospheric modeling; ionospheric disturbances due to ionospheric irregularities; geomagnetic storms; solar flares; and solar eclipses
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advancements in Atmospheric Turbulence Remote Sensing submission deadline 30 Jan 2026 | Viewed by 94 | Submission Open
Keywords: turbulence; atmospheric remote sensing; wind; boundary layer; lidar; radar; clear air turbulence
(This special issue belongs to the Section Atmospheric Remote Sensing)
UAV Applications for Forest Management: Wood Volume, Biomass, and Mapping (Second Edition) submission deadline 30 Jan 2026 | Viewed by 88 | Submission Open
Keywords: UAV; drone; remote sensing; forest management; forest inventory; precision forestry
(This special issue belongs to the Section Forest Remote Sensing)
Intelligent Processing, Mining and Application of Remote Sensing Information submission deadline 31 Jan 2026 | 7 articles | Viewed by 21264 | Submission Open
Keywords: remote sensing image processing; artificial intelligence; fusion of multi-sensor remote sensing data; nighttime light remote sensing; sustainable development goals; disaster and natural resource monitoring; socioeconomic remote sensing
(This special issue belongs to the Section AI Remote Sensing)
Temporal Resolution, a Key Factor in Environmental Risk Assessment II - Integrating Data from Multiple Data Sources submission deadline 31 Jan 2026 | 5 articles | Viewed by 14912 | Submission Open
Keywords: time series data and projections; rapid evaluation of the impact of extreme events on the environment and society; climate change; environmental risks; land-use and land-cover changes Multispectral; hyperspectral and LiDAR data from a temporal perspective; ecosystems monitoring from RS data; history and heritage; multiple data source integrated in time evolution analysis
(This special issue belongs to the Section Environmental Remote Sensing)
Plant Disease Detection and Recognition Using Remotely Sensed Data
edited by and
submission deadline 31 Jan 2026 | 5 articles | Viewed by 12274 | Submission Open
Keywords: remote sensing; plant disease detection; plant disease recognition; computer vision; machine learning; deep learning; image processing
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing in Hydrometeorology and Natural Hazards
edited by , and Rui Yao
submission deadline 31 Jan 2026 | 7 articles | Viewed by 11780 | Submission Open
Keywords: warming climate; remote sensing; hydrological cycle; hydrological hazards; hydrometeorology; climatic and hydrological extremes
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advancements in Thunderstorm Nowcasting and Atmospheric Electricity Monitoring by Remote Sensing
edited by
submission deadline 31 Jan 2026 | 4 articles | Viewed by 9283 | Submission Open
Keywords: thunderstorms; convective initiation; lightning; life cycle; hazards
(This special issue belongs to the Section Atmospheric Remote Sensing)
Imagery Classification and Feature Extraction Based on Hyperspectral Remote Sensing
edited by , Sen Lei, Yuanchao Su and
submission deadline 31 Jan 2026 | 6 articles | Viewed by 8702 | 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)
Remote Sensing in Earth Surface Changes and Deformations Caused by Earthquake and Landslide (Third Edition)
edited by , and
submission deadline 31 Jan 2026 | 5 articles | Viewed by 7071 | Submission Open
Keywords: remote sensing; earth surface change; surface deformation; earthquakes; landslides; hazard detection; hazard mapping; hazard evaluation
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Artificial Intelligence and Machine Learning with Applications in Remote Sensing (Third Edition) submission deadline 31 Jan 2026 | 5 articles | Viewed by 5654 | Submission Open
Keywords: remote sensing data; artificial intelligence; machine learning; deep learning; hyperspectral images
Artificial Intelligence and Big Data for Oceanography (2nd Edition) submission deadline 31 Jan 2026 | 6 articles | Viewed by 5250 | Submission Open
Keywords: artificial intelligence; oceanography; big data; remote sensing; information extraction; data mining
(This special issue belongs to the Section Ocean Remote Sensing)
Remote Sensing for Mineral Exploration: Current Progress and Future Vision
edited by , Zhifang Zhao, and Deshuai Yuan
submission deadline 31 Jan 2026 | 3 articles | Viewed by 5008 | Submission Open
Keywords: remote sensing; mineral exploration; multispectral and hyperspectral; lithology; mineralization; deep learning
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing Applications in Hydrology and Water Resources Management
edited by Ning Liu, Yun Yang, and
submission deadline 31 Jan 2026 | 3 articles | Viewed by 4768 | Submission Open
Keywords: water use; water supply; water availability; hydrologic modeling; remote sensing; water resource management
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Remote Sensing of Vegetation Structure Analysis and Forest Ecosystems Monitoring submission deadline 31 Jan 2026 | 2 articles | Viewed by 4299 | Submission Open
Keywords: LiDAR remote sensing; forest monitoring; aerial photogrammetry; vegetation structure; time series vegetation index; land cover change
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Artificial Intelligence and Remote Sensing for Geohazards submission deadline 31 Jan 2026 | 2 articles | Viewed by 4150 | Submission Open
Keywords: modeling; monitoring; landslides; subsidence; geohazard; susceptibility; risk analysis; GIS; machine learning
(This special issue belongs to the Section Environmental Remote Sensing)
Deep Learning for Very-High Resolution Land-Cover Mapping (Second Edition)
edited by and
submission deadline 31 Jan 2026 | 1 articles | Viewed by 3906 | Submission Open
Keywords: deep learning; explainable deep learning; land-cover mapping; geo-information extraction; very high-resolution images; data augmentation; data fusion; semantic segmentation; instance segmentation; change detection; weak and semi-supervision
(This special issue belongs to the Section Urban Remote Sensing)
Water Quality Monitoring and Quantitative Analysis in Marine and Inland Areas Utilizing Remote Sensing Techniques
edited by Jing Tan, and
submission deadline 31 Jan 2026 | 2 articles | Viewed by 2709 | Submission Open
Keywords: ocean color; eutrophication; water quality; multi-sensor data; optical properties; atmospheric correction; marine ecosystems; remote sensing data
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advances in Multimodal Remote Sensing Data: Processing, Fusion and Applications
edited by Luomei Yixiang and Fa-Ming Fang
submission deadline 31 Jan 2026 | 3 articles | Viewed by 2509 | Submission Open
Keywords: multimodal data alignment; multi-source data fusion; multimodal representation; multimodal co-learning; image interpretation; multimodal machine learning
(This special issue belongs to the Section AI Remote Sensing)
Advanced Deep Learning Techniques for Information Extraction and Analysis of Remote Sensing Imagery
edited by Hao Zhu and Biao Hou
submission deadline 31 Jan 2026 | 1 articles | Viewed by 2340 | Submission Open
Keywords: image fusion; image segmentation; object detection; model acceleration or compression; image matching
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing and Geophysical Tools for Land and Water System Analysis submission deadline 31 Jan 2026 | 2 articles | Viewed by 2130 | Submission Open
Keywords: remote sensing; geophysical tools; land system analysis; water resource management; subsurface mapping; environmental monitoring; data integration and modeling
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Development and Implementation of Early Detection and Warning Methods for Natural Hazards Utilizing Multi-Source Remote Sensing Data submission deadline 31 Jan 2026 | 2 articles | Viewed by 1862 | Submission Open
Keywords: remote sensing; reanalysis data; method development; natural hazards; early identification; monitoring and early warnings; glacier-related disasters; hill fire monitoring; flash flood; debris flow; drought; landslides
(This special issue belongs to the Section Earth Observation for Emergency Management)
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