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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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Applications of Photogrammetry and Lidar Techniques in Cultural Heritage Documentation
edited by , Alberto Mendikute and
submission deadline 31 Jan 2026 | Viewed by 351 | 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)
Multimodal AI-Empowered Remote Sensing: Image Fusion and Analysis
edited by , F. Richard Yu and
submission deadline 31 Jan 2026 | Viewed by 291 | 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 285 | 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)
Remote Sensing in Space Geodesy and Cartography Methods (Fourth Edition)
edited by , , and Tzu-pang Tseng
submission deadline 31 Jan 2026 | Viewed by 228 | 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)
Advances in Hyperspectral Remote Sensing Image Anomaly Detection
edited by , and
submission deadline 31 Jan 2026 | Viewed by 213 | 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)
Recent Advances in Quantitative Thermal Imaging Using Remote Sensing submission deadline 31 Jan 2026 | Viewed by 210 | 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)
Artificial Intelligence for Coastal Remote Sensing: Dataset and Application
edited by , and Pengfei Tang
submission deadline 31 Jan 2026 | Viewed by 189 | 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)
Satellite Remote Sensing of Quantifying Greenhouse Gases Emissions
edited by Ruixue Lei, Xueying Yu and Leyang Feng
submission deadline 31 Jan 2026 | Viewed by 181 | 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)
Integration of Remote Sensing and Artificial Intelligence for Structural Health Monitoring
edited by , Xuanyu Qu, and
submission deadline 31 Jan 2026 | Viewed by 173 | 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 165 | Submission Open
Keywords: vegetation coverage; remote sensing; multi-sourced data; machine learning; data fusion
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing-Driven Digital Twins for Climate-Adaptive Cities
edited by
submission deadline 31 Jan 2026 | Viewed by 164 | 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)
Radiative Transfer Models for Remote Sensing Land Surface Parameter Estimation
edited by Xinyan Liu, , and
submission deadline 31 Jan 2026 | Viewed by 142 | 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)
Applications of Remotely Sensed Data in Hydrology and Climatology (Third Edition)
edited by
submission deadline 31 Jan 2026 | Viewed by 135 | 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)
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 120 | 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)
3D Scene Perception and Reconstruction of Remote Sensing Imagery
edited by , Haiyong Jiang, and
submission deadline 31 Jan 2026 | Viewed by 120 | 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)
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 110 | 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 210 | 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 2045 | 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 40055 | 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 23847 | 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)
Remote Sensing for Groundwater Hydrology
edited by Zofia Rzepecka, and Olga Barron
submission deadline 12 Feb 2026 | 6 articles | Viewed by 10714 | 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-Modal and Multi-Task Learning in Photogrammetry and Remote Sensing submission deadline 12 Feb 2026 | 3 articles | Viewed by 10411 | 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)
Multi-Source Remote Sensing Data in Hydrology and Geophysical Processes
edited by , , Qiudong Zhao and
submission deadline 12 Feb 2026 | 7 articles | Viewed by 10359 | 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)
Advances in Surface Deformation Monitoring Using SAR Interferometry
edited by Yuedong Wang, Lijia He, and Huiqiang Wang
submission deadline 12 Feb 2026 | 7 articles | Viewed by 9639 | 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)
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 5927 | 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 5805 | 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 5333 | 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 4891 | 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 | 2 articles | Viewed by 3869 | 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)
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 3851 | 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)
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 3711 | 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)
Processing Methods and Techniques of Spaceborne SAR with Ultra-High Resolution submission deadline 12 Feb 2026 | 4 articles | Viewed by 3704 | 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 3020 | 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 2809 | 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 2177 | 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 2088 | 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 1936 | 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)
Artificial Intelligence-Based Remote Sensing for Crop Information Extraction and Status Monitoring submission deadline 12 Feb 2026 | 1 articles | Viewed by 708 | 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)
Deep Learning for Spectral-Spatial Hyperspectral Image Classification (2nd Edition)
edited by , , , Jie Yang and Xin Huang
submission deadline 12 Feb 2026 | Viewed by 325 | Submission Open
Keywords: deep learning; hyperspectral imaging; spectral– spatial classification; domain adaption; attention mechanisms
(This special issue belongs to the Section AI Remote Sensing)
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 23589 | 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 20291 | 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 16768 | 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 11295 | 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 | 4 articles | Viewed by 10973 | 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)
SAR Monitoring of Marine and Coastal Environments
edited by Tao Xie, , and Xinwei Chen
submission deadline 15 Feb 2026 | 6 articles | Viewed by 9117 | Submission Open
Keywords: synthetic aperture radar (SAR); marine environments; coastal hazards; remote sensing; deep learning; harsh environments; polar oceans; marine pollution; habitat mapping; climate change
(This special issue belongs to the Section Ocean Remote Sensing)
Advancements of Vision-Language Models (VLMs) in Remote Sensing
edited by Zhixi Feng, Chuang Yang, Hongyuan Zhang, Chen Yang and Yue Chang
submission deadline 15 Feb 2026 | 3 articles | Viewed by 6648 | Submission Open
Keywords: vision– language models (VLMs); multimodal data fusion; remote sensing VQA; automatic annotation; semantic segmentation; object detection; super-resolution reconstruction; change detection; pretraining models; multimodal retrieval
Estimating Atmospheric Aerosols and Cloud Physics with Optical and Multispectral Sensors
edited by , Haofei Wang, Chunsong Lu and
submission deadline 15 Feb 2026 | 4 articles | Viewed by 4657 | Submission Open
Keywords: aerosol– cloud interactions; remote sensing; multispectral sensors; aerosol optical depth (AOD); cloud microphysical properties; cloud condensation nuclei (CCN); lidar; radiometers; satellite; machine learning
(This special issue belongs to the Section Atmospheric Remote Sensing)
Sub-Pixel Mapping, Spatio-Temporal Fusion of Multi-Spectral and Hyperspectral Remote Sensing Data submission deadline 15 Feb 2026 | 2 articles | Viewed by 3566 | Submission Open
Keywords: sub-pixel mapping; spatiotemporal fusion method; optical/multispectral/hyperspectral image analysis; mixed pixel problem; urban land use mapping; time-series analysis; multitemporal remote sensing data processing; change detection method
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing Applications in Urban Ecosystem Services (Second Edition)
edited by Songbing Zou
submission deadline 15 Feb 2026 | 2 articles | Viewed by 2304 | Submission Open
Keywords: urban ecosystem services; quantification and assessment; climate change; human activity; sustainable management; urbanization; urban heat island effect; air quality; water resource management; biodiversity conservation
(This special issue belongs to the Section Urban Remote Sensing)
Satellite Remote Sensing Techniques for Ionospheric and Thermospheric Observations
edited by , Ningbo Wang, and
submission deadline 15 Feb 2026 | 1 articles | Viewed by 2199 | Submission Open
Keywords: ionosphere; thermosphere; satellite; GNSS; radio occultation; radio waves; radar sounding; optical imaging; ionospheric/thermospheric modeling; space weather
(This special issue belongs to the Section Atmospheric Remote Sensing)
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