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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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Object Detection and Information Extraction Based on Remote Sensing Imagery (Second Edition)
edited by , , , Gong Cheng and
submission deadline 31 Aug 2026 | 8 articles | Viewed by 32260
Keywords: object detection of remote sensing images; object detection and tracking of remote sensing videos; few/zero-shot learning; multi-source data fusion; weakly supervised learning; semantic segmentation; remote sensing image classification
(This special issue belongs to the Section Remote Sensing Image Processing)
Estimating the Ecological Services of Urban Green Infrastructures Using Remote Sensing
edited by and
submission deadline 31 Aug 2026 | 5 articles | Viewed by 25961
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)
Precipitation, Flood and Earthquake Events Monitoring, Simulation, Analysis and Early Warning by Advanced Environmental Remote Sensing and AI
edited by , Jiamou Liu and Hongbin Chen
submission deadline 31 Aug 2026 | 9 articles | Viewed by 25715
Keywords: radar; satellite; microwave links; AI and algorithms; flood and drought prediction, simulation, modeling, and analysis; short-term precipitation forecasting; precipitation monitoring; earthquake prediction and monitoring and geophysical exploration; technology for disaster information acquisition; disaster monitoring and disaster mitigation and avoidance simulation
(This special issue belongs to the Section Environmental Remote Sensing)
AI-Driven Satellite Data for Global Environment Monitoring (Second Edition)
edited by
submission deadline 31 Aug 2026 | 9 articles | Viewed by 23494
Keywords: artificial intelligence; semantic segmentation; remote sensing of disaster; applications in agriculture, forest, hydrology, and meteorology
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing for Soil and Water Conservation and Sustainable Development in the Context of Climate Change
edited by , , Guoqing Wang, Shuai Zeng, and
submission deadline 31 Aug 2026 | 4 articles | Viewed by 21932
Keywords: soil and water conservation; management techniques for soil and water loss; net primary productivity; aquatic ecosystems health; water quality parameters retrieval; non-optically active parameters; machine/deep learning; vegetation phenology; lake/river ice phenology; climate change and human activities impacts
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Artificial Intelligence (AI) and Deep Learning (DL) in UAV-Based Remote Sensing
edited by and Ryan Rad
submission deadline 31 Aug 2026 | 12 articles | Viewed by 21609
Keywords: artificial intelligence; deep learning; UAV remote sensing; object detection; semantic segmentation; environmental monitoring; precision agriculture; 3D reconstruction; real-time analytics; multi-sensor integration
(This special issue belongs to the Section AI Remote Sensing)
Deep Learning for Multi-Source Remote Sensing Image Interpretation: Exploring, Rethinking, and Limiting Breakthroughs
edited by , Xueyao Hu, Yang Li, and
submission deadline 31 Aug 2026 | 10 articles | Viewed by 21067
Keywords: multi-source remote sensing image processing; remote sensing image generation; multimodal remote sensing image interpretation model; target characteristic analysis; radar signal processing; new task dataset and benchmark for remote sensing image interpretation
(This special issue belongs to the Section AI Remote Sensing)
Advances in Hyperspectral Remote Sensing Image Processing: 2nd Edition
edited by and
submission deadline 31 Aug 2026 | 8 articles | Viewed by 18897
Keywords: remote sensing; hyperspectral image; feature extraction; image processing; image analysis; artificial intelligence; image classification; information fusion
(This special issue belongs to the Section Remote Sensing Image Processing)
SAR Monitoring of Marine and Coastal Environments
edited by Tao Xie, , and Xinwei Chen
submission deadline 31 Aug 2026 | 8 articles | Viewed by 16554
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 31 Aug 2026 | 4 articles | Viewed by 16409
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
Artificial Intelligence and Remote Sensing for Geohazards submission deadline 31 Aug 2026 | 6 articles | Viewed by 14693
Keywords: modeling; monitoring; landslides; subsidence; geohazard; susceptibility; risk analysis; GIS; machine learning
(This special issue belongs to the Section Environmental Remote Sensing)
Advancements in Thunderstorm Nowcasting and Atmospheric Electricity Monitoring by Remote Sensing
edited by
submission deadline 31 Aug 2026 | 5 articles | Viewed by 14202
Keywords: thunderstorms; convective initiation; lightning; life cycle; hazards
(This special issue belongs to the Section Atmospheric Remote Sensing)
Coastal and Marine Monitoring and Restoration Mapping Using UAS and Remote Sensing Systems
edited by , and Matthew Brolly
submission deadline 31 Aug 2026 | 7 articles | Viewed by 13791
Keywords: UAVs; remote sensing; blue carbon; coastal vegetated systems; saltmarsh; seagrass; kelp; marine mammals; birds
(This special issue belongs to the Section Ocean Remote Sensing)
Remote Sensing for Risk Assessment, Monitoring and Recovery of Fires
edited by Xikun Hu, and Puzhao Zhang
submission deadline 31 Aug 2026 | 6 articles | Viewed by 13606
Keywords: remote sensing; geoscience and earth observation; artificial intelligence; machine learning; forest fires; post-fire assessment; visualization and mapping
(This special issue belongs to the Section Environmental Remote Sensing)
High-Resolution Observations of Planetary Geological and Geomorphic Investigation (Second Edition) submission deadline 31 Aug 2026 | 4 articles | Viewed by 13498
Keywords: planetary geology; planetary geomorphology; planetary landforms; planetary surface processes; planetary composition; planetary geological mapping; high-resolution planetary imaging; shallow subsurface detection; space weathering
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
State of the Art of GNSS and SAR/InSAR Techniques for Geomatic Applications
edited by Claudia Pipitone and
submission deadline 31 Aug 2026 | 3 articles | Viewed by 12284
Keywords: geomatic applications; SAR/InSAR; GNSS time series; deformation analysis; fault/crustal property; active tectonics; multi-source data integration; seismic activities; stability modeling; time series analysis; landslides; hazard mapping
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Multi-Source Atmospheric Remote Sensing: Enabling High-Precision Meteorological Monitoring and Forecasting
edited by , Donglian Sun, Yonghong Zhang, and
submission deadline 31 Aug 2026 | 9 articles | Viewed by 11140
Keywords: multi-source atmospheric remote sensing; meteorological monitoring; high-resolution vertical sounding; data fusion and assimilation; AI-driven analytics; extreme weather prediction; low-altitude economy meteorology; air quality monitoring; numerical weather prediction
(This special issue belongs to the Section Atmospheric Remote Sensing)
Study on Hydrological Hazards Based on Multi-Source Remote Sensing
edited by Jun Zhang, Shaonan Zhu and
submission deadline 31 Aug 2026 | 5 articles | Viewed by 11019
Keywords: multi-source remote sensing; hydrological hazards; flood monitoring; drought assessment; landslide risk; remote sensing data fusion; machine learning; climate change
(This special issue belongs to the Section Environmental Remote Sensing)
Advanced Remote Sensing Approaches for Multi-Scale Atmospheric Components Monitoring and Impact Assessment
edited by , Bing Chen, , and
submission deadline 31 Aug 2026 | 8 articles | Viewed by 10691
Keywords: aerosols; clouds; trace gases; multi-scale remote sensing; lidar; satellite; radiative transfer; atmospheric inversion; multi-source data fusion
(This special issue belongs to the Section Environmental Remote Sensing)
Environmental Monitoring Based on Remote Sensing, Earth Observation and Geoinformation submission deadline 31 Aug 2026 | 5 articles | Viewed by 10573
Keywords: earth observation; remote sensing; geoinformation; geographical information systems; geospatial software tools; geoinformatics; operational products validation; natural disasters; time series analysis; multispectral and hyperspectral remote sensing sensors
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing Image Change Detection and Feature Enhancement Based on Deep Learning
edited by Kaimin Sun, Wenzhuo Li, , and
submission deadline 31 Aug 2026 | 10 articles | Viewed by 10073
Keywords: remote sensing change detection; feature enhancement; feature fusion; semantic segmentation; deep learning; multi-model image analysis
(This special issue belongs to the Section Remote Sensing Image Processing)
Advancing Hydrological Monitoring and Prediction Through Multisource Geodetic Observations
edited by , Daocheng Yu and
submission deadline 31 Aug 2026 | 4 articles | Viewed by 9004
Keywords: satellite geodesy; hydrological geodesy; land water storage; joint inversion; machine learning; hydrological monitoring and predication
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advances in AI-Driven Remote Sensing for Geohazard Perception submission deadline 31 Aug 2026 | 7 articles | Viewed by 8455
Keywords: remote sensing; artificial intelligence; deep learning; foundation models; geohazard; object detection; object recognition; monitoring and warning; risk assessment
(This special issue belongs to the Section AI Remote Sensing)
Processing Methods and Techniques of Spaceborne SAR with Ultra-High Resolution submission deadline 31 Aug 2026 | 5 articles | Viewed by 8348
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)
Remote Sensing of River and Lake Ice/Water Using Spaceborne, Airborne, and Ground Platforms
edited by and
submission deadline 31 Aug 2026 | 7 articles | Viewed by 8161
Keywords: river ice; lake ice; ice/snow properties; water quality; water ecosystem; remote sensing; remote sensing applications; multi-sensor and multi-source data; climate change; resources assessment; machine learning
(This special issue belongs to the Section Environmental Remote Sensing)
Deep Learning-Based Analysis of High-Resolution Remote Sensing Images: Registration, Fusion, and Change Detection
edited by
submission deadline 31 Aug 2026 | 7 articles | Viewed by 8098
Keywords: deep learning; high-resolution remote sensing images; image registration; image fusion; change detection; multi-modal data; computer vision for remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Satellite Remote Sensing for Ocean and Coastal Environment Monitoring (Second Edition) submission deadline 31 Aug 2026 | 9 articles | Viewed by 7863
Keywords: sea level rise; ocean tides; model assimilation; sea surface temperature; sea surface salinity; chlorophyll; water transparency; sea waves; mesoscale eddy; ocean dynamics
(This special issue belongs to the Section Ocean Remote Sensing)
Advances in Detection-Oriented Multi-Sensor Fusion Beyond the Visible Spectrum
edited by , , Yimian Dai, Fei Zhou and Xingchen Zhang
submission deadline 31 Aug 2026 | 5 articles | Viewed by 7833
Keywords: image fusion; target detection; anomaly detection; change detection; SAR
(This special issue belongs to the Section Remote Sensing Image Processing)
Applications of Remote Sensing in Landscapes and Human Settlements submission deadline 31 Aug 2026 | 6 articles | Viewed by 7492
Keywords: landscapes ecology; urban heat islands; local climate zones; human settlements; green infrastructure; urban and rural planning
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing in Monitoring Coastal and Inland Waters
edited by Xiaoyun Wan, Qun Liu, and
submission deadline 31 Aug 2026 | 7 articles | Viewed by 7229
Keywords: coastal and inland waters; satellite remote sensing; airborne/terrestrial/mobile LiDAR; water level/quality/depth; phytoplankton; carbon fluxes and stocks; Unmanned Aerial Vehicles (UAVs)
(This special issue belongs to the Section Ocean Remote Sensing)
Recent Advances in Remote Sensing Products for Water and Environment Monitoring submission deadline 31 Aug 2026 | 4 articles | Viewed by 6888
Keywords: water resources; water fluxes; hydrologic modeling; Earth observations; environmental monitoring; hydroinformatics
(This special issue belongs to the Section Environmental Remote Sensing)
New Views of the Moon: Recent Advances in Lunar Remote Sensing and Applications
edited by , , Le Qiao and Honglei Lin
submission deadline 31 Aug 2026 | 4 articles | Viewed by 6273
Keywords: the moon; lunar volatile; remote sensing; spectroscopy; lunar south pole; mineralogy
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Development and Implementation of Early Detection and Warning Methods for Natural Hazards Utilizing Multi-Source Remote Sensing Data submission deadline 31 Aug 2026 | 2 articles | Viewed by 6136
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)
Applications of Radar Remote Sensing in Earth Observation
edited by Guoman Huang, , , and
submission deadline 31 Aug 2026 | 4 articles | Viewed by 6081
Keywords: SAR; InSAR; land cover and land use mapping; forest canopy height; aboveground biomass estimation; land hazard and risk monitoring; earth system; deep learning; machine learning
(This special issue belongs to the Section Environmental Remote Sensing)
Artificial Intelligence for Remote Sensing: State-of-the-Art Reviews and Future Directions
edited by Fa-Ming Fang
submission deadline 31 Aug 2026 | 1 articles | Viewed by 5824
Keywords: image processing; remote sensing; artificial intelligence; review; survey
(This special issue belongs to the Section AI Remote Sensing)
Applications of Multi-Scale Remote Sensing and Machine Learning to Study Agriculture and Agriculture Water Management
edited by , Ya’nan Zhou and Nana Yan
submission deadline 31 Aug 2026 | 3 articles | Viewed by 5016
Keywords: precision agriculture; crop monitoring; evapotranspiration; drought; agricultural water management remote sensing methods; machine learning; data analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advancements in Deep Learning for Remote Sensing: Exploring Planetary and Earth Observation Applications submission deadline 31 Aug 2026 | 3 articles | Viewed by 4699
Keywords: deep learning; earth observation; planetary science; feature detection; mapping; super-resolution; classification
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Near Real-Time Remote Sensing Data and Its Geoscience Applications
edited by and Zhiqi Zhang
submission deadline 31 Aug 2026 | 2 articles | Viewed by 4641
Keywords: near real-time intelligent satellite systems; onboard processing; video data capture; multispectral and SAR image data; data processing for information servicing; deep learning applications; applications-ready data
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Forest Disturbance Monitoring with Optical Satellite Imagery
edited by Antoine Masse and
submission deadline 31 Aug 2026 | 4 articles | Viewed by 4639
Keywords: forest disturbance; optical remote sensing; forest degradation; forest monitoring multi-source data fusion; data calibration and validation
(This special issue belongs to the Section Forest Remote Sensing)
Remote Sensing for Structural Monitoring and Assessment of Constructions
edited by
submission deadline 31 Aug 2026 | 2 articles | Viewed by 4549
Keywords: structural health monitoring; satellite data; structural assessment; structural analysis
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Remote Sensing Approaches for Agricultural Monitoring at Field and Regional Scale (Second Edition)
edited by
submission deadline 31 Aug 2026 | 4 articles | Viewed by 4436
Keywords: precision agriculture; photogrammetry; UAV; yield monitoring; crop monitoring; agricultural monitoring; artificial intelligence
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing for Ocean-Atmosphere Interaction Studies
edited by
submission deadline 31 Aug 2026 | 3 articles | Viewed by 4261
Keywords: air–sea interactions; satellite oceanography; ocean surface wind/heat fluxes; satellite/in situ data validation; high-impact weather events; impact studies; uncertainty quantification
(This special issue belongs to the Section Ocean Remote Sensing)
Advances in GNSS-Reflectometry and Remote Sensing for Ocean Surface Monitoring
edited by and
submission deadline 31 Aug 2026 | 5 articles | Viewed by 4219
Keywords: GNSS-R; Beidou; ocean; sea ice; wind speed
(This special issue belongs to the Section Ocean Remote Sensing)
Satellite Soil Moisture Estimation, Assessment, and Applications (Second Edition)
edited by , Lun Gao, and
submission deadline 31 Aug 2026 | 4 articles | Viewed by 4193
Keywords: surface and root-zone soil moisture; passive and active microwaves; SMOS/SMAP/AMSR2/CIMR; vegetation optical depth; evaluation/intercomparison; data assimilation
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Interpretation and Attribution of Land Subsidence: A Remote Sensing and Machine Learning Perspective
edited by , , and Zheyuan Du
submission deadline 31 Aug 2026 | 4 articles | Viewed by 4140
Keywords: land subsidence; remote sensing; machine learning; deep learning; subsidence monitoring; predictive modeling; data fusion; ground deformation
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advances in Artificial Intelligence and Multi-Source Remote Sensing for Surface Hydrology
edited by and Liguang Jiang
submission deadline 31 Aug 2026 | 4 articles | Viewed by 4069
Keywords: multi-source remote sensing; surface water monitoring; satellite altimetry; SWOT mission; GRACE gravimetry; hydrological modeling; AI-based methods; climate change impacts; flood and drought monitoring; transboundary river basins
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing Satellites Calibration and Validation: 2nd Edition
edited by Yonghua Jiang, and Litao Li
submission deadline 31 Aug 2026 | 3 articles | Viewed by 4067
Keywords: new calibration method; accuracy of satellite calibration; challenge of satellite calibration
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Remote Sensing in Maritime Navigation and Transportation submission deadline 31 Aug 2026 | 2 articles | Viewed by 4052
Keywords: safety of maritime navigation; maritime traffic monitoring; environmental monitoring; vessel tracking and coastal surveillance; GNSS-based maritime navigation and transportation; synthetic aperture radar (SAR) and satellite imagery; navigation systems; port operations optimisation; maritime transportation efficiency; dynamic positioning; polar navigation
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Remote Sensing for Hydrological Management submission deadline 31 Aug 2026 | 4 articles | Viewed by 3967
Keywords: remote sensing; hydrological monitoring; hydrological extremes; hydrological models; soil moisture; water quality; water management
(This special issue belongs to the Section Environmental Remote Sensing)
Hyperspectral Data Analysis of Vegetation and Soil Monitoring
edited by , Weichao Sun and
submission deadline 31 Aug 2026 | 5 articles | Viewed by 3692
Keywords: hyperspectral imaging; spaceborne remote sensing; vegetation parameters retrieval; soil properties mapping; precision agriculture; radiative transfer modeling; machine learning; spectral unmixing
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
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