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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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Intelligent Processing and Analysis of Multi-Modal Remote Sensing Data
edited by and Giorgio Antonino Licciardi
submission deadline 30 Jul 2026 | 7 articles | Viewed by 14440
Keywords: remote sensing; image processing; image analysis; artificial intelligence; deep learning; data fusion; multispectral and hyperspectral data; synthetic aperture radar; LiDAR
(This special issue belongs to the Section Remote Sensing Image Processing)
Deep Learning for Spectral-Spatial Hyperspectral Image Classification (2nd Edition)
edited by , , , Jie Yang and Xin Huang
submission deadline 30 Jul 2026 | 3 articles | Viewed by 5155
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 30 Jul 2026 | 2 articles | Viewed by 4301
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)
AI-Enabled Precision Agriculture for Crop Monitoring and Yield Prediction Using Remote Sensing Technologies
edited by and
submission deadline 30 Jul 2026 | 6 articles | Viewed by 3650
Keywords: AI-enabled precision agriculture; remote sensing; crop monitoring; yield prediction; machine learning; deep learning; satellite and UAV imagery; data fusion; smart farming; agricultural decision support systems
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Real-Time Flood Monitoring and Prediction Using Integrative Remote Sensing and AI
edited by Pietro Ceccato, Pekel Jean-François and Peter Salamon
submission deadline 31 Jul 2026 | 4 articles | Viewed by 22648 | Submission Open
Keywords: satellite image; artificial intelligence; flood depth; flood monitoring; flood forecasting; airplane/drone images; urban flood; hydrological models
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote, Proximal Sensing and Geophysics for Cultural Heritage Knowledge and Conservation (Second Edition) submission deadline 31 Jul 2026 | 5 articles | Viewed by 21515 | Submission Open
Keywords: methods and techniques for cultural heritage knowledge and conservation; geophysical and micro-geophysical methods; ground penetrating radar; electrical resistivity methods; magnetic and electromagnetic methods; seismic and acoustic methods; wide area geophysics; archaeological surveys; optical and infrared photogrammetry; infrared thermography; terahertz and microwave imaging; geomatics for imaging (LiDAR, laser scanner, structure for motion, etc.); image and data processing; NDT and diagnostics methods; satellite and aerial remote sensing; vulnerability studies; satellite and terrestrial radar interferometry (RAR, SAR); radar polarimetry; multispectral and hyperspectral remote sensing; motion magnification technique; integrated methods; virtual restoration and musealization
(This special issue belongs to the Section Urban Remote Sensing)
Hydrometeorological Modelling Based on Remotely Sensed Data submission deadline 31 Jul 2026 | 7 articles | Viewed by 18892 | Submission Open
Keywords: warming climate; warming world; hydrological cycle; hydrological hazards; water cycle; hydro-meteorology; climatic and hydrological extremes
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Monitoring and Early Warning for Heavy Precipitation, Flash Floods and Waterlogging Disasters Using Remote Sensing
edited by Youcun Qi, , , Donghuan Li and Bong-Chul Seo
submission deadline 31 Jul 2026 | 8 articles | Viewed by 18435 | Submission Open
Keywords: weather radars; satellites; flash floods and waterlogging; quantitative precipitation estimation (QPE); remote sensing data assimilation; extreme weather and hydrological events; artificial intelligence and machine (deep) learning; application of remote sensing equipment in geological disaster, disastrous weather analysis, and observation of hydrometeorological extremes; weather and hydrological forecast
(This special issue belongs to the Section Atmospheric Remote Sensing)
Quantitative Remote Sensing for Vegetation Phenology and Regional Landscape Patterns
edited by Ke Huang, , Ning Chen and Xiaowei Tong
submission deadline 31 Jul 2026 | 5 articles | Viewed by 16712 | 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)
Reviews in Remote Sensing Image Processing: Methods, Architectures, and Applications
edited by Qi Wang and
submission deadline 31 Jul 2026 | 3 articles | Viewed by 16189 | Submission Open
Keywords: image processing; remote sensing; review; survey
(This special issue belongs to the Section Remote Sensing Image Processing)
Time-Series Mapping and Analysis of Land Surface Parameters and Changes Using Remote Sensing Data submission deadline 31 Jul 2026 | 6 articles | Viewed by 16145 | Submission Open
Keywords: time-series mapping; time-series analysis; change detection; dynamic monitoring; data pre-processing; data fusion; land surface parameters; vegetation structure parameters; vegetation biochemical parameters; land cover mapping; land disturbance; forest disturbance; remote sensing
(This special issue belongs to the Section Environmental Remote Sensing)
Applications of Unmanned Aerial Remote Sensing in Precision Agriculture
edited by Erica Isabella Parisi and
submission deadline 31 Jul 2026 | 10 articles | Viewed by 15838 | Submission Open
Keywords: precision agriculture; unmanned aerial systems (UASs); remote sensing; crop monitoring; soil analysis; irrigation management; multi-spectral imaging; hyper-spectral imaging; thermal imaging; machine learning; environmental impact; data fusion
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Antarctic Remote Sensing Applications (Second Edition) submission deadline 31 Jul 2026 | 5 articles | Viewed by 15387 | Submission Open
Keywords: antarctica; ice sheets change; permafrost state; landform dynamics; biota occupation; human presence; multi-sensor and multiplatform analysis; remote sensing applications
(This special issue belongs to the Section Remote Sensing Image Processing)
Recent Advances in Hyperspectral Remote Sensing: Theories, Technologies and Applications
edited by , and Ke Zheng
submission deadline 31 Jul 2026 | 13 articles | Viewed by 13899 | 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)
Editorial Board Members’ Collection Series: Recent Progress in Atmospheric Remote Sensing
edited by Gorden Videen and
submission deadline 31 Jul 2026 | 6 articles | Viewed by 13780 | Submission Open
Keywords: aerosols; smoke; ash; dust; ice crystals; clouds; polarimetry; lidar; satellites; neural networks and AI
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in Computer Vision and Machine Learning Applications on Remote Sensing Images
edited by , Jing Li, Dan Wang and
submission deadline 31 Jul 2026 | 3 articles | Viewed by 13343 | 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)
Deep Learning Techniques and Applications of MIMO Radar Theory
edited by
submission deadline 31 Jul 2026 | 4 articles | Viewed by 11845 | Submission Open
Keywords: deep learning; MIMO radar; signal processing; target detection and classification; target tracking; parameter estimation; data fusion; multi-sensor collaboration; generative model and LLM; image reconstruction; super resolution
(This special issue belongs to the Section AI Remote Sensing)
The Use of Remote Sensing Data in Water Resources Management: Current Challenges and Future Opportunities submission deadline 31 Jul 2026 | 2 articles | Viewed by 11416 | Submission Open
Keywords: surface water; groundwater; visible data; thermal data; radar data monitoring; natural variability; climate change; anthropogenic variability
(This special issue belongs to the Section Earth Observation Data)
Machine Learning and Deep Learning Applied to Remote Sensing Image Analysis
edited by Sen Lei, and
submission deadline 31 Jul 2026 | 6 articles | Viewed by 11369 | Submission Open
Keywords: remote sensing; machine learning; deep learning; generative models; multimodal learning; multispectral; hyperspectral; synthetic aperture radar
(This special issue belongs to the Section Remote Sensing Image Processing)
Towards High-Precision 3D Reconstruction and Modelling from Multi-Sensor Geospatial Data submission deadline 31 Jul 2026 | 3 articles | Viewed by 11336 | Submission Open
Keywords: data acquisition techniques; sensor calibration; multi-sensor integration; data integration and fusion; 3D geospatial data processing; 3D reconstruction; 3D modeling; point cloud analysis; surface reconstruction; AI/ML; semantic modeling; 3D geospatial modeling; change detection; topographic mapping; quantitative analyses and comparisons; accuracy assessment
(This special issue belongs to the Section Urban Remote Sensing)
New Insights from Wind Remote Sensing
edited by Stefano Letizia, Peter Brugger, Matteo Puccioni and Sonia Wharton
submission deadline 31 Jul 2026 | 5 articles | Viewed by 10394 | 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)
Integrating Remote Sensing, Machine Learning, and Process-Based Modelling for Monitoring Environmental and Agricultural Landscapes Under Climate Change submission deadline 31 Jul 2026 | 5 articles | Viewed by 10075 | 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)
Root-Zone Soil Moisture Retrieval and Applications from Remote Sensing Measurements
edited by , Bertrand Bonan and
submission deadline 31 Jul 2026 | 3 articles | Viewed by 10038 | Submission Open
Keywords: root-zone; soil moisture; data assimilation; machine learning; remote sensing; observations; vegetation
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing and Geophysical Tools for Land and Water System Analysis submission deadline 31 Jul 2026 | 6 articles | Viewed by 9727 | 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)
Advanced Image Processing Algorithms for Object Detection and Tracking in Aerial and Satellite Imagery
edited by , , Junpeng Zhang and
submission deadline 31 Jul 2026 | 3 articles | Viewed by 9447 | 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)
Advances in Remote Sensing of Vegetation Structure Analysis and Forest Ecosystems Monitoring submission deadline 31 Jul 2026 | 3 articles | Viewed by 9061 | 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)
Environment Observation Analysis Based on Remote Sensing and Geospatial Artificial Intelligence
edited by , Peyman Abbaszadeh, and
submission deadline 31 Jul 2026 | 4 articles | Viewed by 9043 | 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)
Water Quality Monitoring and Quantitative Analysis in Marine and Inland Areas Utilizing Remote Sensing Techniques
edited by Jing Tan, and
submission deadline 31 Jul 2026 | 4 articles | Viewed by 8998 | 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)
Advanced Deep Learning Techniques for Information Extraction and Analysis of Remote Sensing Imagery
edited by Hao Zhu and Biao Hou
submission deadline 31 Jul 2026 | 6 articles | Viewed by 7667 | 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)
Multi-Sensor Detecting, Monitoring, and Modelling of Volcanic Activity
edited by , Andrew J L Harris and
submission deadline 31 Jul 2026 | 3 articles | Viewed by 7323 | 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)
High-Resolution Remote Sensing Image Processing and Applications
edited by Kai Xu, Yixiang Chen and
submission deadline 31 Jul 2026 | 4 articles | Viewed by 6311 | Submission Open
Keywords: high-resolution remote sensing; deep learning; image processing; image fusion; object detection; semantic segmentation; change detection; remote sensing vision–language model.
(This special issue belongs to the Section Remote Sensing Image Processing)
Application of Remote Sensing in Snow and Ice Monitoring
edited by Qian Yang, , Yanli Zhang and Yuwen Pang
submission deadline 31 Jul 2026 | 3 articles | Viewed by 5843 | Submission Open
Keywords: snow cover; lake ice; ice dynamics; sea ice; climate change; multi-sensor and multi-source data; change detection; remote sensing applications; resources assessment
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Snow Water Equivalent Retrieval Using Remote Sensing
edited by Jianwei Yang, , , Yan Huang and
submission deadline 31 Jul 2026 | 3 articles | Viewed by 5787 | 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)
Big Data Era: AI Technology for SAR and PolSAR Image
edited by , , Yexian Ren and Weixian Tan
submission deadline 31 Jul 2026 | 3 articles | Viewed by 5619 | Submission Open
Keywords: synthetic aperture radar image processing; radar polarimetry; microwave remote sensing; explainable artificial intelligence; deep learning; earth resource monitoring; target attribute extraction
(This special issue belongs to the Section AI Remote Sensing)
Advances in Atmospheric Chemistry and Transportation of Aerosol by Remote Sensing and Modeling (Second Edition) submission deadline 31 Jul 2026 | 2 articles | Viewed by 4883 | Submission Open
Keywords: aerosol; aerosols species; optical properties; vertical profile; long-range transport; radiative forcing; light-absorbing aerosol; snow; aerosol cloud; extreme weather
(This special issue belongs to the Section Atmospheric Remote Sensing)
GIS and RS for Spatial Documentation, Analysis and Interpretation in Multi-Scale Archaeological Applications submission deadline 31 Jul 2026 | 3 articles | Viewed by 4476 | 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)
Observation of Optical and Radiative Properties of Atmospheric Aerosols by Ground-Based Remote Sensing Measurements
edited by , Kai Wu, Hongrong Shi and
submission deadline 31 Jul 2026 | 4 articles | Viewed by 4307 | Submission Open
Keywords: atmospheric aerosols; ground-based remote sensing; aerosol optical properties; radiative transfer modeling; lidar measurements; radiative forcing; sun photometry; long-term monitoring; data validation
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in Remote Sensing of Aerosol Optical Properties and the Effects on Radiation submission deadline 31 Jul 2026 | 2 articles | Viewed by 4240 | Submission Open
Keywords: remote sensing; interaction aerosol radiation; aerosol radiative forcing; aerosol properties; solar radiation; atmospheric radiative transfer
(This special issue belongs to the Section Urban Remote Sensing)
Remote Sensing and Non-Destructive Testing Solutions for Sustainable Development and Urban Resilience
edited by , Atiyeh Ardakanian and
submission deadline 31 Jul 2026 | 1 articles | Viewed by 3166 | Submission Open
Keywords: remote sensing; non-destructive testing; urban resilience; sustainable development; environmental monitoring; disaster preparedness; urban infrastructure; climate adaptation; resource management; smart cities
(This special issue belongs to the Section Urban Remote Sensing)
Multi-Source Remote Sensing and Spatial Statistical Analysis in Urban Sustainability Research submission deadline 31 Jul 2026 | 4 articles | Viewed by 2873 | Submission Open
Keywords: remote sensing; multi-source remote sensing data; data mining; urban sustainability; climate change; spatial statistics; urban resilience; geohazards; biological degradation
(This special issue belongs to the Section Urban Remote Sensing)
Remote Sensing for Monitoring Harmful Algal Blooms (Second Edition)
edited by , , Chen Wang and
submission deadline 31 Jul 2026 | 2 articles | Viewed by 2838 | Submission Open
Keywords: remote sensing; UAVs; citizen science; harmful algal blooms; eutrophication; water quality; bio-optical properties; natural and anthropogenic factors
(This special issue belongs to the Section Ocean Remote Sensing)
Remote Sensing-Driven Digital Twins for Climate-Adaptive Cities
edited by
submission deadline 31 Jul 2026 | 1 articles | Viewed by 2529 | 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)
High-Resolution Multisource Remote Sensing of Vegetation: Biomass, Structure, and Carbon Dynamics submission deadline 31 Jul 2026 | 2 articles | Viewed by 2495 | 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)
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 31 Jul 2026 | 1 articles | Viewed by 2441 | 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)
The Recent Progression of Machine Learning in Remote Sensing: Theory and Modelling (Second Edition)
edited by Rong Wang and
submission deadline 31 Jul 2026 | 3 articles | Viewed by 2380 | Submission Open
Keywords: machine learning; image processing; remote sensing; data fusion; satellite images; aerial images
(This special issue belongs to the Section AI Remote Sensing)
Artificial Intelligence for Coastal Remote Sensing: Dataset and Application
edited by , and Pengfei Tang
submission deadline 31 Jul 2026 | 2 articles | Viewed by 2312 | 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)
Ecological Change with Multi-Scale Spatial-Temporal Remote Sensing Data
edited by , Wei Tang and Deqin Fan
submission deadline 31 Jul 2026 | 2 articles | Viewed by 1967 | Submission Open
Keywords: ecological structure and function; remote sensing; ecological networks; multi-source data fusion; ecological dynamics
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing and Smart Forestry (Third Edition) submission deadline 31 Jul 2026 | 2 articles | Viewed by 1923 | Submission Open
Keywords: remote sensing; smart forestry; intelligent forestry; forestry technology; virtual reality; artificial intelligence; image processing; remote sensing classification; LiDAR application in forestry
(This special issue belongs to the Section Ecological Remote Sensing)
Multimodal AI-Empowered Remote Sensing: Image Fusion and Analysis
edited by , F. Richard Yu and
submission deadline 31 Jul 2026 | 1 articles | Viewed by 1571 | 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)
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 Jul 2026 | 1 articles | Viewed by 1509 | 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)
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