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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 Perception of Geo-Hazards from Earth Observations (Second Edition)
edited by
submission deadline 31 Jul 2025 | Viewed by 308 | Submission Open
Keywords: remote sensing; machine learning; deep learning; landslide; subsidence; ground deformation
(This special issue belongs to the Section Engineering Remote Sensing)
Utilization of Remote Sensing in Evaluating Crop Production Constraints
edited by
submission deadline 31 Jul 2025 | Viewed by 268 | Submission Open
Keywords: crops; production constraints; drought; floods; pests; disease; weeds
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Snow Water Equivalent Retrieval Using Remote Sensing
edited by Jianwei Yang, , , Yan Huang and
submission deadline 31 Jul 2025 | Viewed by 257 | 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)
Leveraging Advanced Remote Sensing Technologies for Comprehensive Renewable Energy Monitoring, Systematic Optimization, and Multidimensional Environmental Integration
edited by and
submission deadline 31 Jul 2025 | Viewed by 243 | Submission Open
Keywords: remote sensing; renewable energy systems; solar radiation mapping; wind energy assessment; performance optimization; environmental impact assessment; LiDAR and hyperspectral imaging; resource monitoring; geospatial analysis; sustainable energy integration
(This special issue belongs to the Section Engineering Remote Sensing)
Advanced in Space-Air-Ground-Sea Integrated Remote Sensing: Intelligent Processing and Applications
edited by , Chenchen Jiang and Huazhong Ren
submission deadline 31 Jul 2025 | Viewed by 221 | Submission Open
Keywords: remote sensing; space– air– ground– sea integration; artificial intelligence; data processing; modeling; mapping
(This special issue belongs to the Section Ocean Remote Sensing)
State of the Art in Positioning Under Forest Canopies submission deadline 31 Jul 2025 | Viewed by 213 | Submission Open
Keywords: new techniques/methodologies for positioning; 2D/3D; data-processing for laser scanning/camera data for positioning; mobile mapping and positioning; real-time system; large-scale mapping and positioning in forests; applications of position data in forest environments; literature reviews about the positioning methods in forest science
(This special issue belongs to the Section Ecological 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 2025 | Viewed by 190 | 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)
Recent Advances in Object Detection with Hyperspectral Remote Sensing Data
edited by and Xuesong Li
submission deadline 31 Jul 2025 | Viewed by 168 | Submission Open
Keywords: hyperspectral data; object detection; dimensionality reduction; feature fusion; machine learning; deep learning; real-time detection
(This special issue belongs to the Section Remote Sensing Image Processing)
Role of SAR/InSAR Techniques in Investigating Ground Deformation
edited by Xue Chen and
submission deadline 31 Jul 2025 | Viewed by 164 | Submission Open
Keywords: SAR/InSAR; ground deformation; tectonic activities; seismic activities; transient slow-slip processes; geological hazards; optical imagery; data fusion and machine learning
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advances in Machine Learning Algorithms for Atmospheric Remote Sensing
edited by Alqamah Sayeed, Ahmed Khan Salman and Siddharth Chaudhary
submission deadline 31 Jul 2025 | Viewed by 158 | Submission Open
Keywords: machine learning; atmospheric remote sensing; hyperspectral data analysis; air quality prediction; aerosols and trace gases; urban pollution modeling; climate adaptation; human epidemiology; crop health monitoring; advanced time-series analysis
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing for Ionospheric Studies
edited by , and Yanlin Li
submission deadline 31 Jul 2025 | Viewed by 149 | Submission Open
Keywords: ionosphere; space weather; radar remote sensing; optical remote sensing; thermosphere; mesosphere.
(This special issue belongs to the Section Environmental Remote Sensing)
Application of Remote Sensing Approaches in Geohazard Risk (Second Edition)
edited by , Kunlong Yin and
submission deadline 31 Jul 2025 | Viewed by 138 | Submission Open
Keywords: satellite-; UAV-; and ground-based remote sensing approaches; landslides; debris flow; rockfall; subsidence; etc.; susceptibility and hazard mapping; geohazard detection; monitoring; and early warning; risk analysis and prediction; mechanisms of geohazards; srtificial intelligence
(This special issue belongs to the Section Earth Observation for Emergency Management)
Remote Sensing Methods and Technical Developments in Planetary Geodesy and Geophysics
edited by and
submission deadline 31 Jul 2025 | Viewed by 98 | Submission Open
Keywords: planetary geodesy; planetary geophysics; remote sensing technologies; gravity field mapping; planetary topography; surface deformation; planetary interior dynamics; multispectral and radar data fusion; altimetry and gravimetry techniques; planetary exploration and observation
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Recent Advances in GNSS Aviation and LEO Orbit Determination
edited by Zhigui Kang
submission deadline 31 Jul 2025 | Viewed by 98 | Submission Open
Keywords: GNSS aviation; LEO/POD; spacecraft navigation/autonomous landing; navigation and pose determination; ionosphere and space weather; artificial intelligence; machine learning
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Remote Sensing Observation Methods for Leaf Area Index (LAI) in Mountainous Regions
edited by Weiliang Fan, and Meihong Fang
submission deadline 31 Jul 2025 | Viewed by 89 | Submission Open
Keywords: leaf area index; canopy structure; ground-based observation; satellite-based remote sensing; remote sensing inversion; ground-based remote sensing platform; remote sensing modeling
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Algorithm Development in Earth Observation Modeling Using Multi-Sensor Data
edited by Sanaz Vajedian, Rishabh Dutta and Indhu Varatharajan
submission deadline 10 Aug 2025 | 1 articles | Viewed by 1877 | Submission Open
Keywords: remote sensing; multisensor data; earth observation modeling; satellite data; algorithm development; radar remote sensing; InSAR; tectonic geomorphology; optical remote sensing; multispectral sensors; hyperspectral sensors; seismic activity; geological hazards; multisource data integration; LiDAR
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
State-of-the-Art in Land Cover Classification and Mapping
edited by and
submission deadline 15 Aug 2025 | 12 articles | Viewed by 36078 | Submission Open
Keywords: classification; mapping; classification systems; land cover; remote-sensing images; scale; resolution; semantics; spectral– spatial– temporal features; phenology; pattern analysis; machine learning; rule bases; accuracy metrics and assessment; uncertainty; confusion matrix; mixed pixels; sampling; reference samples; image interpretation
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
LEO-Augmented PNT Service submission deadline 15 Aug 2025 | 12 articles | Viewed by 27984 | 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 15 Aug 2025 | 5 articles | Viewed by 20587 | 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)
Towards Biodiversity Conservation: Remote Sensing Applications in Ecological Modeling
edited by and Evangeline Corcoran
submission deadline 15 Aug 2025 | 7 articles | Viewed by 17844 | Submission Open
Keywords: biodiversity; conservation; remote sensing; ecological modeling; species distribution modeling; spatial ecology; mapping and monitoring; population analysis; threatened species; invasive species
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing and Ecosystem Modeling for Nature-Based Solutions
edited by and
submission deadline 15 Aug 2025 | 6 articles | Viewed by 14791 | Submission Open
Keywords: nature based solutions; remote sensing observations; afforestation; reforestation; deforestation; carbon; water and energy fluxes; carbon sequestration potential; empirical or process-based modeling
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Coastal Waters, Land Use/Cover, Lakes, Rivers and Watersheds III
edited by , , and Adam T. Devlin
submission deadline 15 Aug 2025 | 8 articles | Viewed by 13215 | Submission Open
Keywords: remote sensing of coastal waters and zones; remote sensing data fusion technology; land cover/use; remote sensing of lakes; rivers; and watersheds; remote sensing and GIS technology; marine remote sensing
(This special issue belongs to the Section Environmental Remote Sensing)
Air-Sea Interaction and Climate Variability in the Ocean: Observations and Modeling Based on Remote Sensing Techniques submission deadline 15 Aug 2025 | 7 articles | Viewed by 11807 | Submission Open
Keywords: air-sea interactions; climate variability; oceanic dynamics; small- and meso-scale processes; remote sensing observations; high-resolution modeling
(This special issue belongs to the Section Ocean Remote Sensing)
Remote Sensing Cross-Modal Research: Algorithms and Practices
edited by , Xiumei Chen and
submission deadline 15 Aug 2025 | 7 articles | Viewed by 11241 | Submission Open
Keywords: cross-modal representation learning; cross-modal detection and identification; cross-modal conversion and retrieval; cross-modal knowledge reasoning; cross-modal image generation; cross-modal collaborative learning; remote sensing cross-modal application; domain adaptation; transfer learning; cross-modal consistency feature representation
(This special issue belongs to the Section Remote Sensing Image Processing)
Pattern Recognition in Remote Sensing II
edited by , , Lurui Xia and
submission deadline 15 Aug 2025 | 5 articles | Viewed by 10717 | Submission Open
Keywords: pattern recognition; deep learning; remote sensing; image processing; artificial intelligence
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in the Application of Spaceborne and UAS-Borne Radar Remote Sensing submission deadline 15 Aug 2025 | 4 articles | Viewed by 10706 | 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)
Advanced Machine Learning Models for Remote Sensing Applications and Data Analysis—Recent Developments
edited by Ahmed Shaharyar Khwaja and
submission deadline 15 Aug 2025 | 6 articles | Viewed by 10049 | 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)
Processes and Effects of Atmospheric and Ionospheric Dynamics Based on Remote Sensing Observations
edited by , and Maosheng He
submission deadline 15 Aug 2025 | 10 articles | Viewed by 8944 | Submission Open
Keywords: gravity/tidal/planetary waves; ionospheric irregularities; solar activity; geomagnetic storms; atmosphere– ionosphere coupling; remote sensing techniques
(This special issue belongs to the Section Atmospheric Remote Sensing)
Artificial Intelligence-Based Sensor Data Processing for Remote Sensing
edited by and Byung-Kwan Kim
submission deadline 15 Aug 2025 | 8 articles | Viewed by 8668 | Submission Open
Keywords: remote sensing; artificial intelligence/deep learning; sensors (e.g.; camera; lidar; radar); sensor fusion; signal/image processing; target detection and tracking; target recognition and classification; image segmentation
(This special issue belongs to the Section AI Remote Sensing)
New Advances in Remote Sensing Techniques Applied in Surface and Underground Mine Operations
edited by
submission deadline 15 Aug 2025 | 4 articles | Viewed by 8433 | Submission Open
Keywords: open-pit mining; underground mining; mapping; mine process monitoring; operational efficiency; mine safety; mine environmental monitoring
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing of Solar Radiation Absorbed by Land Surfaces submission deadline 15 Aug 2025 | 4 articles | Viewed by 7892 | Submission Open
Keywords: land surface albedo; incoming solar radiation; aerosols; clouds; BRDF; photovoltaic; radiative forcing; validation; climate change/mitigation; earth radiation budget; applications of radiation products
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Coastal Environment and Evolution: Progress, Challenges and Opportunities submission deadline 15 Aug 2025 | 3 articles | Viewed by 6635 | Submission Open
Keywords: coastal observation; UAV techniques; coastal erosion; coastal & beach dynamics; coastal space management solutions; coastal evolution; coastal dynamics; shoreline changes; sediment dynamics; coastal land cover; coastal and offshore topography mapping
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Monitoring Vegetation Response Based on Remote Sensing and Climate Data (Second Edition)
edited by and
submission deadline 15 Aug 2025 | 4 articles | Viewed by 5735 | 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)
Remote Sensing for Groundwater Hydrology
edited by Zofia Rzepecka, and Olga Barron
submission deadline 15 Aug 2025 | 4 articles | Viewed by 5503 | 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)
New Tools or Trends for Large-Scale Mapping and 3D Modelling (Second Edition) submission deadline 15 Aug 2025 | 3 articles | Viewed by 5116 | Submission Open
Keywords: remote sensing; topographic mapping; mobile mapping; data acquisition; sensors; LiDAR; UAVs (drone); feature extraction; 3D modelling; machine learning; data classification; forests modelling; digital twins; city information modelling (CIM); building information modelling (BIM); land information modelling (LAM); tree information modelling (TIM); processing quality
(This special issue belongs to the Section Environmental Remote Sensing)
Microwave Remote Sensing of Soil Moisture II submission deadline 15 Aug 2025 | 2 articles | Viewed by 4610 | Submission Open
Keywords: soil moisture; active microwave remote sensing; passive microwave remote sensing; product validation and error analysis; retrieval algorithms; downscaling/upscaling methods; spatiotemporal fusion techniques; GNSS-R; data assimilation; eco-hydrological applications
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advancements in AI-Based Remote Sensing Object Detection
edited by and Daniele Pannone
submission deadline 15 Aug 2025 | 3 articles | Viewed by 3883 | Submission Open
Keywords: deep learning; image recognition; change detection; object detection; tracking; monitoring; new sensors; algorithms; applications
(This special issue belongs to the Section Remote Sensing Image Processing)
Object Detection and Information Extraction Based on Remote Sensing Imagery (Second Edition)
edited by , , , Gong Cheng and
submission deadline 15 Aug 2025 | 2 articles | Viewed by 3807 | Submission Open
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)
Advances in Remote Sensing for Regional Soil Moisture Monitoring submission deadline 15 Aug 2025 | 3 articles | Viewed by 3346 | Submission Open
Keywords: remote sensing; soil moisture; water resources management; regional scale; hydrological processes; data integration and interpretation; multi-sensor remote sensing observations
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Monitoring and Modelling of Geological Disasters Based on InSAR Observations: 3rd Edition
edited by , , and Bin Zhang
submission deadline 15 Aug 2025 | 3 articles | Viewed by 2426 | Submission Open
Keywords: InSAR; geological disaster; disaster monitoring; disaster modeling and interpretation
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advanced Satellite Earth Observing Technologies for Weather and Climate Resilience
edited by , , , and Longjiang Li
submission deadline 15 Aug 2025 | 1 articles | Viewed by 2409 | Submission Open
Keywords: satellite Earth observations; GNSS atmospheric monitoring; International GNSS Service data and products; severe weather forecasting; climate risks assessment; environmental monitoring; numerical weather prediction model; artificial intelligence (AI)-empowered climate model; GNSS tropospheric tomography; miscellaneous advanced methodologies and applications
(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 15 Aug 2025 | 2 articles | Viewed by 2407 | 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)
Advances in Pedestrian Positioning and Navigation Based on Ultra-Wideband Technology submission deadline 15 Aug 2025 | 1 articles | Viewed by 1931 | Submission Open
Keywords: ultra-wideband (UWB); android; smartphone; indoor positioning and tracking; multisensor integration and fusion; PNT; GNSS; cooperative positioning; seamless navigation; ubiquitous positioning
(This special issue belongs to the Section Environmental Remote Sensing)
New Insights from Wind Remote Sensing
edited by Stefano Letizia, Peter Brugger, Matteo Puccioni and Sonia Wharton
submission deadline 15 Aug 2025 | 1 articles | Viewed by 1435 | 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)
Crop Biophysical Parameters Retrieval Using Remote Sensing Data (Second Edition) submission deadline 15 Aug 2025 | 1 articles | Viewed by 1175 | 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)
3D Reconstruction in Cultural Heritage Conservation Through Range-Based and Image-Based Techniques submission deadline 15 Aug 2025 | 1 articles | Viewed by 1141 | Submission Open
Keywords: range and imaged-based techniques; three-dimensional (3D) datasets; 3D modelling; BIM; FEM; digital twin; cultural heritage; G.I.S.; big data
(This special issue belongs to the Section Urban 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 15 Aug 2025 | Viewed by 296 | Submission Open
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)
Remote Sensing Applications in Natural Hazards and Sustainable Development
edited by , Bo Yu and
submission deadline 15 Aug 2025 | Viewed by 224 | Submission Open
Keywords: natural hazards; risk; sustainable development goals; resilience; flood; earthquake; geology; landslide; ecology; fire; sustainably
(This special issue belongs to the Section Environmental Remote Sensing)
Using Atmospheric Components as Tracers for Optical Remote Sensing in Different Height Regions
edited by Guotao Yang and Zelong Wang
submission deadline 15 Aug 2025 | Viewed by 85 | Submission Open
Keywords: optical remote sensing; lidar; airglow; metal layer; atmosphere detection
(This special issue belongs to the Section Atmospheric Remote Sensing)
Machine Learning at the Object: Fine-Grained Extraction and Analysis in Remote Sensing
edited by , Zhong Xie, Sheng Hu and
submission deadline 20 Aug 2025 | 2 articles | Viewed by 2930 | Submission Open
Keywords: deep learning; machine learning; remote sensing applications; classification; segmentation; remote sensing interpretation; pattern recognition; height extraction; object detection; land use and land cover; vision transformer model; multi-source remote sensing data
(This special issue belongs to the Section Remote Sensing Image Processing)
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