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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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Advances in Remote Sensing of the Polar Ice with High Frequency (HF) to L-Band Radar
edited by , , and Pedro Fidel Espín-López
submission deadline 31 Jan 2026 | 1 articles | Viewed by 1083 | Submission Open
Keywords: ice sounding radar; system design; signal processing; Antarctic; Arctic; mountain glaciers; subglacial conditions; snow cover; sea ice; satellite and aerial cryosphere
(This special issue belongs to the Section Engineering Remote Sensing)
Recent Developments in Remote Sensing Instruments, Technologies, and Results for Aerosol and Cloud Measurements (Second Edition)
edited by Matthew McGill
submission deadline 31 Jan 2026 | 1 articles | Viewed by 936 | 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)
Remote Sensing-Driven Digital Twins for Climate-Adaptive Cities
edited by
submission deadline 31 Jan 2026 | 1 articles | Viewed by 767 | Submission Open
Keywords: digital twin frameworks; deep learning and transformer models; multi-sensor data fusion (optical; SAR; and LiDAR); urban heat island and environmental indicator mapping; feature extraction (buildings; impervious surfaces; and green spaces); spatiotemporal change detection; AI-powered decision-support systems
(This special issue belongs to the Section Urban Remote Sensing)
Hyperspectral Classification in Remote Sensing: State-of-the-Art Methods and Emerging Trends
edited by , Zhigang Tu, Le Dong and
submission deadline 31 Jan 2026 | Viewed by 712 | Submission Open
Keywords: hyperspectral image classification; remote sensing; spectral-spatial features; feature extraction; deep learning; machine learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Recent Advances in Quantitative Thermal Imaging Using Remote Sensing submission deadline 31 Jan 2026 | 1 articles | Viewed by 689 | Submission Open
Keywords: thermal remote sensing; land surface temperature; sensor calibration; urban heat island; wildfire detection; multisource data fusion; artificial intelligence; UAV thermal mapping; infrastructure monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Applications and Opportunities of Remote Sensing in Fire Ecology submission deadline 31 Jan 2026 | Viewed by 516 | Submission Open
Keywords: fire ecology; forest fire prevention; fire risk assessment and management; fire/smoke detection sensors and algorithms; fire/smoke modeling and prediction; burned area estimation; post-fire management and restoration
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing in Space Geodesy and Cartography Methods (Fourth Edition)
edited by , , and Tzu-pang Tseng
submission deadline 31 Jan 2026 | 1 articles | Viewed by 466 | Submission Open
Keywords: GNSS; LiDAR; satellite gravimetry; satellite altimetry; optical/multispectral/hyperspectral/SAR remote sensing; space geodetic technique; deep space detection
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Applications of Photogrammetry and Lidar Techniques in Cultural Heritage Documentation
edited by , Alberto Mendikute and
submission deadline 31 Jan 2026 | Viewed by 453 | Submission Open
Keywords: aerial/terrestrial data integration; LiDAR/photogrammetry integration; MMSs (mobile mapping systems); SLAM; hyperspectral; thermal; and multispectral sensors; different approaches in 3D modeling; scan to BIM; HBIM; memory twin/digital twin; AI base point cloud classification; AI-generated 3D models; paradata and metadata; semantic classifications; new methods and strategies for 3D surveys; three-dimensional and immersive visualization; including virtual; augmented; and mixed reality; the preservation and protection of cultural heritage; digital cultural heritage applications and services
(This special issue belongs to the Section Engineering Remote Sensing)
Remote Sensing for Characterization of Fractured Rocks Masses and Landslide Monitoring submission deadline 31 Jan 2026 | Viewed by 400 | Submission Open
Keywords: fractured rock masses; groundwater; InSAR; landslides; slope instability; UAV
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Assessment of Climate Change Impact on Terrestrial Ecosystems in Arid Regions Using Remote Sensing Data submission deadline 31 Jan 2026 | Viewed by 390 | Submission Open
Keywords: climate change; terrestrial ecosystems; arid regions; remote sensing; vegetation dynamics; ecosystem monitoring; land surface phenology; natural resource management; nature-based solutions (NbS)
(This special issue belongs to the Section Environmental Remote Sensing)
Multimodal AI-Empowered Remote Sensing: Image Fusion and Analysis
edited by , F. Richard Yu and
submission deadline 31 Jan 2026 | Viewed by 378 | Submission Open
Keywords: multimodal remote sensing; cross-modal learning; remote sensing image fusion; image enhancement; domain adaptation
(This special issue belongs to the Section Remote Sensing Image Processing)
GIS and RS for Spatial Documentation, Analysis and Interpretation in Multi-Scale Archaeological Applications submission deadline 31 Jan 2026 | Viewed by 367 | Submission Open
Keywords: GIS; remote sensing; archaeological space; archaeological application; multiple scales; archaeological documentation; spatial analysis; spatial interpretation and narrative
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Advances in Hyperspectral Remote Sensing Image Anomaly Detection
edited by , and
submission deadline 31 Jan 2026 | Viewed by 255 | Submission Open
Keywords: hyperspectral image; anomaly detection; object tracking; machine learning; deep learning; remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Satellite Remote Sensing of Quantifying Greenhouse Gases Emissions
edited by Ruixue Lei, Xueying Yu and Leyang Feng
submission deadline 31 Jan 2026 | Viewed by 249 | Submission Open
Keywords: greenhouse gas emissions; satellite remote sensing; CO2; CH4 retrieval; inversion algorithms; data assimilation; OCO-2; TROPOMI; GOSAT; machine learning; emission monitoring; carbon flux estimation
(This special issue belongs to the Section Environmental Remote Sensing)
Artificial Intelligence for Coastal Remote Sensing: Dataset and Application
edited by , and Pengfei Tang
submission deadline 31 Jan 2026 | Viewed by 244 | Submission Open
Keywords: artificial intelligence; automated mapping; coastal wetlands; river deltas; multi-source data fusion; earth observation big data
(This special issue belongs to the Section Ocean Remote Sensing)
Integration of Remote Sensing and Artificial Intelligence for Structural Health Monitoring
edited by , Xuanyu Qu, and
submission deadline 31 Jan 2026 | Viewed by 221 | Submission Open
Keywords: automated displacement monitoring; damage detection; change detection in infrastructure; spatiotemporal modeling; predictive maintenance; big data analytics; novel monitoring techniques; multi-source data fusion
Global Vegetation Cover Estimated from Remote Sensing
edited by Mingzhu He and
submission deadline 31 Jan 2026 | Viewed by 194 | Submission Open
Keywords: vegetation coverage; remote sensing; multi-sourced data; machine learning; data fusion
(This special issue belongs to the Section Environmental Remote Sensing)
Applications of Remotely Sensed Data in Hydrology and Climatology (Third Edition)
edited by
submission deadline 31 Jan 2026 | Viewed by 181 | Submission Open
Keywords: climate change; satellite observation; water resources; global water and energy cycles; remote sensing; water reservoir monitoring; cloud; temperature; humidity; precipitation; wind; etc.
(This special issue belongs to the Section Atmospheric Remote Sensing)
Radiative Transfer Models for Remote Sensing Land Surface Parameter Estimation
edited by Xinyan Liu, , and
submission deadline 31 Jan 2026 | Viewed by 176 | Submission Open
Keywords: radiative transfer model; surface parameter estimation; physical model; satellite product; machine learning; moderate and high resolution
(This special issue belongs to the Section Environmental Remote Sensing)
3D Scene Perception and Reconstruction of Remote Sensing Imagery
edited by , Haiyong Jiang, and
submission deadline 31 Jan 2026 | Viewed by 161 | Submission Open
Keywords: multi-modal fusion; structural reconstruction; weak supervision and semi-supervision; remote sensing; annotation efficiency
(This special issue belongs to the Section Remote Sensing Image Processing)
Earth Observations of Pre-Fire Fuel Conditions for the Prediction of Large-Scale Wildfires: Building Up Operational Systems
edited by Ju Hyoung Lee
submission deadline 31 Jan 2026 | Viewed by 144 | Submission Open
Keywords: large-scale wildfires; microwave sensors; fuel conditions; forest temperature; vegetation moisture; fire severity; fire prediction
(This special issue belongs to the Section Earth Observation for Emergency Management)
Theory and Applications of Satellite Remote Sensing Fusing Lidars with Optical and Thermal Sensors in Oceanography and Limnology
edited by , Yanfang Xiao, Song Ye, and
submission deadline 31 Jan 2026 | Viewed by 132 | Submission Open
Keywords: satellite lidar; photon-counting lidar; oceanography and limnology; ocean color; subsurface optical/biological properties; satellite-derived bathymetry; sea surface temperature
(This special issue belongs to the Section Ocean Remote Sensing)
Urban Remote Sensing: State-of-the-Art Reviews and Future Perspectives
edited by
submission deadline 1 Feb 2026 | Viewed by 305 | 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)
Remote Sensing and Climate Pollutants
edited by , and Songyan Zhu
submission deadline 10 Feb 2026 | 2 articles | Viewed by 2838 | Submission Open
Keywords: remote sensing; climate pollutants; greenhouse gases (GHGs); short-lived climate pollutants (SLCPs); long-lived climate pollutants (LLCPs); scattering and absorbing aerosols
(This special issue belongs to the Section Atmospheric Remote Sensing)
LEO-Augmented PNT Service submission deadline 12 Feb 2026 | 15 articles | Viewed by 43796 | Submission Open
Keywords: Low Earth orbit (LEO); Precise orbit determination (POD); Time and frequency transfer; Positioning; Navigation; Integrity monitoring; Quality control; Signal processing; Sensor calibration
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Near Real-Time (NRT) Agriculture Monitoring
edited by , , and Peng Yang
submission deadline 12 Feb 2026 | 6 articles | Viewed by 24872 | Submission Open
Keywords: near real-time (NRT); early crop mapping; crop stress; crop phenology; yield prediction; soil monitoring; data fusion; time-series analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in Surface Deformation Monitoring Using SAR Interferometry
edited by Yuedong Wang, Lijia He, and Huiqiang Wang
submission deadline 12 Feb 2026 | 8 articles | Viewed by 12028 | Submission Open
Keywords: SAR interferometry (InSAR); wide-area InSAR; advanced methods for deformation monitoring; geohazards detection and analysis; geodetic and geophysical modeling; parameter inversion; deformation analysis
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing for Groundwater Hydrology
edited by Zofia Rzepecka, and Olga Barron
submission deadline 12 Feb 2026 | 6 articles | Viewed by 12002 | Submission Open
Keywords: groundwater; GRACE; GLDAS; water storage; methods of groundwater monitoring; water cycle and balance
(This special issue belongs to the Section Environmental Remote Sensing)
Multi-Source Remote Sensing Data in Hydrology and Geophysical Processes
edited by , , Qiudong Zhao and
submission deadline 12 Feb 2026 | 7 articles | Viewed by 11864 | Submission Open
Keywords: hydrologic variables; data fusion; surface water; glaciers; snow cover; hydrological process; flood monitoring
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Multi-Modal and Multi-Task Learning in Photogrammetry and Remote Sensing submission deadline 12 Feb 2026 | 3 articles | Viewed by 10911 | Submission Open
Keywords: remote sensing data; neural networks; image fusion; image segmentation; object detection; classification; photogrammetry
(This special issue belongs to the Section Remote Sensing Image Processing)
Geological Hazard Monitoring, Identify, Predict, and Risk Assessment Using Geographic Information Science and Remote Sensing
edited by , and
submission deadline 12 Feb 2026 | 7 articles | Viewed by 7902 | Submission Open
Keywords: geological hazards; GIS and remote sensing technology; risk management; hazard monitoring; hazard identification and prediction; multi-source data fusion
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Advances in Spectral Imagery and Methods for Fire and Smoke Detection
edited by Eriita Jones
submission deadline 12 Feb 2026 | 2 articles | Viewed by 7563 | Submission Open
Keywords: fire detection; smoke detection; spectral imagery; remote sensing; environmental monitoring and management; multispectral and hyperspectral imaging; thermal imaging; machine learning; AI models; super-resolution; IOT; wildfires and aerosols
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Computer Vision and Machine Learning Applications on Remote Sensing Images
edited by , Jing Li, Dan Wang and
submission deadline 12 Feb 2026 | 2 articles | Viewed by 6775 | Submission Open
Keywords: remote sensing image processing; geospatial data analysis; computer vision; machine learning; satellite imagery; image fusion; advanced computational techniques
(This special issue belongs to the Section Remote Sensing Image Processing)
New Insights from Wind Remote Sensing
edited by Stefano Letizia, Peter Brugger, Matteo Puccioni and Sonia Wharton
submission deadline 12 Feb 2026 | 3 articles | Viewed by 5757 | Submission Open
Keywords: wind lidars; wind radars; satellite imaging of wind fields; virtual remote sensing; uncertainty quantification of remote sensing; wind resource assessment; thermodynamic profiling for wind energy
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advancements in Deep Learning for Object Detection and Segmentation in Remote Sensing Imagery submission deadline 12 Feb 2026 | 3 articles | Viewed by 5536 | Submission Open
Keywords: deep learning; object detection; image segmentation; convolutional neural networks (CNNs); generative adversarial networks (GANs); transformer models; recurrent neural networks (RNNs)
(This special issue belongs to the Section Remote Sensing Image Processing)
Environment Observation Analysis Based on Remote Sensing and Geospatial Artificial Intelligence
edited by , Peyman Abbaszadeh, and
submission deadline 12 Feb 2026 | 3 articles | Viewed by 4941 | Submission Open
Keywords: remote sensing; big data; GeoAI; spatiotemporal processes; disaster analysis; large-scale monitoring and prediction
(This special issue belongs to the Section Environmental Remote Sensing)
Multi-Sensor Detecting, Monitoring, and Modelling of Volcanic Activity
edited by , Andrew J L Harris and
submission deadline 12 Feb 2026 | 2 articles | Viewed by 4365 | Submission Open
Keywords: passive (visible and thermal infrared) remote sensing; active (radar) remote sensing; eruption precursors; unrest and base lines; monitoring; ash plumes; gas clouds; effusive eruptions; hydrothermal system; deformation
(This special issue belongs to the Section Atmospheric Remote Sensing)
Processing Methods and Techniques of Spaceborne SAR with Ultra-High Resolution submission deadline 12 Feb 2026 | 4 articles | Viewed by 4304 | Submission Open
Keywords: spaceborne SAR; ultra-high-resolution (UHR); focusing algorithm; interferometry; stereo SAR imaging; multi-view-angle image fusion; 3D deformation monitoring
(This special issue belongs to the Section Engineering Remote Sensing)
Snow Water Equivalent Retrieval Using Remote Sensing
edited by Jianwei Yang, , , Yan Huang and
submission deadline 12 Feb 2026 | 3 articles | Viewed by 3713 | Submission Open
Keywords: microwave remote sensing; snow water equivalent (SWE); snow depth; SWE retrieving algorithm; snow forward modeling; field campaigns in cryosphere; spatiotemporal variability
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing for Geo-Hydrological Hazard Monitoring and Assessment
edited by Diandong Ren and
submission deadline 12 Feb 2026 | 2 articles | Viewed by 3383 | Submission Open
Keywords: geo-hydrological hazards; disaster prediction; extreme precipitation; flash floods; mudslides/landslides; earthquakes
(This special issue belongs to the Section Environmental Remote Sensing)
Advanced Image Processing Algorithms for Object Detection and Tracking in Aerial and Satellite Imagery
edited by , , Junpeng Zhang and
submission deadline 12 Feb 2026 | 1 articles | Viewed by 3256 | Submission Open
Keywords: remote sensing; deep learning; object detection; object tracking; cross-modal representation learning; hyperspectral videos
(This special issue belongs to the Section Remote Sensing Image Processing)
LiDAR Technology for Autonomous Navigation and Mapping submission deadline 12 Feb 2026 | 1 articles | Viewed by 2489 | Submission Open
Keywords: LiDAR odometry; simultaneous localization and mapping; obstacle detection and avoidance; 3D mapping; multi-sensor fusion; autonomous vehicles
(This special issue belongs to the Section Engineering Remote Sensing)
Crop Biophysical Parameters Retrieval Using Remote Sensing Data (Second Edition) submission deadline 12 Feb 2026 | 1 articles | Viewed by 2170 | Submission Open
Keywords: crop biophysical parameters; optical remote sensing; active remote sensing; multisource data integration; radiative transfer model; deep learning
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Deep Learning for Spectral-Spatial Hyperspectral Image Classification (2nd Edition)
edited by , , , Jie Yang and Xin Huang
submission deadline 12 Feb 2026 | 3 articles | Viewed by 1812 | Submission Open
Keywords: deep learning; hyperspectral imaging; spectral– spatial classification; domain adaption; attention mechanisms
(This special issue belongs to the Section AI Remote Sensing)
Artificial Intelligence-Based Remote Sensing for Crop Information Extraction and Status Monitoring submission deadline 12 Feb 2026 | 2 articles | Viewed by 1647 | Submission Open
Keywords: crop growth and vigour monitoring; crop phenology; crop diseases and pests; drought stress; machine learning; artificial intelligence; image processing; crop classification; yield prediction
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advanced Machine Learning Models for Remote Sensing Applications and Data Analysis—Recent Developments
edited by Ahmed Shaharyar Khwaja and
submission deadline 15 Feb 2026 | 6 articles | Viewed by 26678 | Submission Open
Keywords: deep learning; quantum machine learning; optical data; imaging radar data; multispectral and hyperspectral data; environment monitoring and prediction; calamity prediction and detection; agriculture monitoring and prediction; post-calamity evaluation; time-series for structural monitoring; transfer learning and one-shot learning; semi-supervised learning
(This special issue belongs to the Section AI Remote Sensing)
Advances in the Application of Spaceborne and UAS-Borne Radar Remote Sensing submission deadline 15 Feb 2026 | 4 articles | Viewed by 21719 | Submission Open
Keywords: radar technology; space-based radar technology; planetary mapping radar; remote sensing applications; synthetic aperture radar (SAR); disaster management applications; advanced signal processing; space exploration; radar technology in earth sciences
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Estimating the Ecological Services of Urban Green Infrastructures Using Remote Sensing
edited by and
submission deadline 15 Feb 2026 | 4 articles | Viewed by 18972 | Submission Open
Keywords: urban sustainability; urban green infrastructures; urban ecological services; vegetation classification; carbon cycle; evapotranspiration; urban heat islands; shading
(This special issue belongs to the Section Urban Remote Sensing)
Monitoring Vegetation Response Based on Remote Sensing and Climate Data (Second Edition)
edited by and
submission deadline 15 Feb 2026 | 7 articles | Viewed by 12496 | Submission Open
Keywords: vegetation cover; vegetation phenology; vegetation productivity; crop yield; NDVI/EVI/LAI; climate change; human activity detection/monitoring
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Quantitative Remote Sensing for Vegetation Phenology and Regional Landscape Patterns
edited by Ke Huang, , Ning Chen and Xiaowei Tong
submission deadline 15 Feb 2026 | 5 articles | Viewed by 12114 | Submission Open
Keywords: remote sensing; vegetation dynamic; climate change; landscape pattern; cross-scale; vegetation phenology applications
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
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