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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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State-of-the-Art in Land Cover Classification and Mapping
edited by and
submission deadline 15 Aug 2025 | 12 articles | Viewed by 38903 | 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 30766 | 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 21489 | 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 | 8 articles | Viewed by 20181 | 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 16225 | 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 | 9 articles | Viewed by 15779 | 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)
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 13658 | 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)
Remote Sensing Cross-Modal Research: Algorithms and Practices
edited by , Xiumei Chen and
submission deadline 15 Aug 2025 | 7 articles | Viewed by 13409 | 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)
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 12998 | 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)
Advances in the Application of Spaceborne and UAS-Borne Radar Remote Sensing submission deadline 15 Aug 2025 | 4 articles | Viewed by 12536 | 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)
Pattern Recognition in Remote Sensing II
edited by , , Lurui Xia and
submission deadline 15 Aug 2025 | 5 articles | Viewed by 12047 | Submission Open
Keywords: pattern recognition; deep learning; remote sensing; image processing; artificial intelligence
(This special issue belongs to the Section Remote Sensing Image Processing)
Artificial Intelligence-Based Sensor Data Processing for Remote Sensing
edited by and Byung-Kwan Kim
submission deadline 15 Aug 2025 | 8 articles | Viewed by 11021 | 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)
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 10237 | 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)
New Advances in Remote Sensing Techniques Applied in Surface and Underground Mine Operations
edited by
submission deadline 15 Aug 2025 | 4 articles | Viewed by 9442 | 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 | 6 articles | Viewed by 9292 | 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 7284 | 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 6757 | 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)
Object Detection and Information Extraction Based on Remote Sensing Imagery (Second Edition)
edited by , , , Gong Cheng and
submission deadline 15 Aug 2025 | 5 articles | Viewed by 6609 | 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)
New Tools or Trends for Large-Scale Mapping and 3D Modelling (Second Edition) submission deadline 15 Aug 2025 | 3 articles | Viewed by 6427 | 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)
Remote Sensing for Groundwater Hydrology
edited by Zofia Rzepecka, and Olga Barron
submission deadline 15 Aug 2025 | 4 articles | Viewed by 6424 | 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)
Microwave Remote Sensing of Soil Moisture II submission deadline 15 Aug 2025 | 2 articles | Viewed by 5159 | 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 4409 | 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)
Advances in Remote Sensing for Regional Soil Moisture Monitoring submission deadline 15 Aug 2025 | 3 articles | Viewed by 3963 | 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)
Quantitative Remote Sensing for Vegetation Phenology and Regional Landscape Patterns
edited by Ke Huang, , Ning Chen and Xiaowei Tong
submission deadline 15 Aug 2025 | 3 articles | Viewed by 3408 | 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)
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 3381 | 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 2717 | 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)
New Insights from Wind Remote Sensing
edited by Stefano Letizia, Peter Brugger, Matteo Puccioni and Sonia Wharton
submission deadline 15 Aug 2025 | 2 articles | Viewed by 2246 | 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)
Advances in Pedestrian Positioning and Navigation Based on Ultra-Wideband Technology submission deadline 15 Aug 2025 | 1 articles | Viewed by 2225 | 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)
Crop Biophysical Parameters Retrieval Using Remote Sensing Data (Second Edition) submission deadline 15 Aug 2025 | 1 articles | Viewed by 1390 | 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)
Remote Sensing Applications in Natural Hazards and Sustainable Development
edited by , Bo Yu and
submission deadline 15 Aug 2025 | 2 articles | Viewed by 1348 | 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)
3D Reconstruction in Cultural Heritage Conservation Through Range-Based and Image-Based Techniques submission deadline 15 Aug 2025 | 1 articles | Viewed by 1337 | 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 549 | 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)
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 123 | 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 3651 | 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)
New Image Processing Theories and Methods in Hyperspectral Remote Sensing
edited by , Meng Xu, and
submission deadline 20 Aug 2025 | 1 articles | Viewed by 1633 | Submission Open
Keywords: rectification; denoising; restoration; and enhancement; feature selection and extraction; super-resolution; clustering; unmixing; and image fusion; classification; target detection; change detection; segmentation; and scene recognition; deep learning algorithms designed for hyperspectral remote sensing image processing; application of hyperspectral remote sensing image processing results; opportunities and challenges in hyperspectral remote sensing image processing
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Remote Sensing and AI for Monitoring and Mitigating Land Subsidence and Secondary Geohazards
edited by Jing Wang, , and Xiwei Fan
submission deadline 20 Aug 2025 | 1 articles | Viewed by 637 | Submission Open
Keywords: land subsidence; InSAR; GNSS deformation monitoring; 3D deformation analysis; machine learning/deep learning; subsidence modeling; GPS optical image urban monitoring
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Selected Papers from the XXI Brazilian Remote Sensing Symposium—SBSR 2025 submission deadline 20 Aug 2025 | Viewed by 293 | Submission Open
Keywords: urban area; agriculture; forestry; land use and land cover; geoinformatics; radar; lidar; hyperspectral; time series; water
(This special issue belongs to the Section Environmental Remote Sensing)
Cutting-Edge PolSAR Imaging Applications and Techniques
edited by Dapeng Tao, , , and
submission deadline 25 Aug 2025 | 1 articles | Viewed by 231 | Submission Open
Keywords: multitemporal SAR/PolSAR; polarimetric target decomposition; change detection; PolInSAR; deep learning for PolSAR image; land coverage mapping and classification
(This special issue belongs to the Section Earth Observation Data)
Space-Photogrammetry for High-Precision Measurement by Multi-Sensor Data Fusion
edited by Rujin Zhao, and
submission deadline 28 Aug 2025 | 2 articles | Viewed by 1963 | Submission Open
Keywords: space target; high-precision measurement; remote sensing; information fusion; space photogrammetry; spectral measurement
LiDAR Technology for Autonomous Navigation and Mapping submission deadline 28 Aug 2025 | 1 articles | Viewed by 334 | 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)
Forest Disturbance Monitoring with Optical Satellite Imagery
edited by Antoine Masse and
submission deadline 28 Aug 2025 | Viewed by 206 | Submission Open
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)
Advances in High-Resolution Crop Mapping at Large Spatial Scales
edited by and Pengliang Wei
submission deadline 28 Aug 2025 | Viewed by 107 | Submission Open
Keywords: high-resolution crop mapping; remote sensing for agriculture; large-scale crop monitoring; multi-source satellite data; crop classification; machine learning in agriculture; temporal dynamics of crops; agricultural change detection; precision agriculture; remote sensing applications in food security
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Local-Scale Remote Sensing for Biodiversity, Ecology and Conservation submission deadline 29 Aug 2025 | 5 articles | Viewed by 13102 | Submission Open
Keywords: biodiversity; ecology; local scale; remote sensing; conservation; restoration; laser scanning; satellite sensors; drones
(This special issue belongs to the Section Environmental Remote Sensing)
Challenges and New Advances for Human-Climate Interactions in Cities Using Remote Sensing
edited by and
submission deadline 29 Aug 2025 | 3 articles | Viewed by 10904 | Submission Open
Keywords: Thermal environment; Urban growth; Local climate zone; Urban systems design; Urban carbon management; Disaster resilience; Land cover mapping; Image fusion; Machine learning
(This special issue belongs to the Section Urban Remote Sensing)
Applications of SAR for Environment Observation Analysis submission deadline 29 Aug 2025 | 4 articles | Viewed by 9021 | Submission Open
Keywords: synthetic aperture radar; earth observation; machine (deep) learning; image processing; statistical signal processing; environmental monitoring; radar polarimetry; radar interferometry; multivariate statistical analysis; big data analysis
(This special issue belongs to the Section Environmental Remote Sensing)
Machine Learning for Spatiotemporal Remote Sensing Data (2nd Edition) submission deadline 29 Aug 2025 | 5 articles | Viewed by 4586 | Submission Open
Keywords: spatiotemporal modeling; spatiotemporal dependency; spatiotemporal prediction; spatiotemporal fusion; forecast; machine learning; deep learning; regression; classification; remote sensing; forecast
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing for Soil Properties and Plant Ecosystems
edited by
submission deadline 29 Aug 2025 | 2 articles | Viewed by 2827 | Submission Open
Keywords: soil properties; plant ecosystems; soil spectroscopy; soil monitoring; soil mapping; deep learning; multisensoral analysis; soil moisture; plant stress detection
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Coastal and Marine Monitoring and Restoration Mapping Using UAS and Remote Sensing Systems
edited by , and Matthew Brolly
submission deadline 29 Aug 2025 | 3 articles | Viewed by 2522 | Submission Open
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)
Electromagnetic Modeling of Geophysical Prospecting in Remote Sensing
edited by , and Hongzhu Cai
submission deadline 29 Aug 2025 | 1 articles | Viewed by 868 | Submission Open
Keywords: electromagnetic modeling; geophysical prospecting; remote sensing; machine learning in geophysics; electromagnetic wave propagation; subsurface exploration; mineral exploration; groundwater detection; environmental monitoring; inversion methods; data integration; computational geophysics
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Application of Remote Sensing in Snow and Ice Monitoring
edited by Qian Yang, , Yanli Zhang and Yuwen Pang
submission deadline 29 Aug 2025 | 1 articles | Viewed by 602 | 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)
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