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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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Recent Advances in Multispectral and Hyperspectral Image Analysis and Classification submission deadline 10 Sep 2025 | 5 articles | Viewed by 6448 | Submission Open
Keywords: hyperspectral classification; intrinsic image decomposition; scene classification; high-order tensor analysis; cross-domain adaptation; hyperspectral and multispectral image fusion; deep learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Recent Advances in SAR: Signal Processing and Target Recognition
edited by Dahai Dai and Fengming Hu
submission deadline 10 Sep 2025 | 3 articles | Viewed by 2103 | Submission Open
Keywords: synthetic aperture radar; signal processing; target recognition; machine learning; radar system; SAR feature extraction and processing
(This special issue belongs to the Section Remote Sensing Image Processing)
Applications to Internet of Things with Images and Videos from Remote Sensing
edited by , , Yoong Choon Chang and
submission deadline 10 Sep 2025 | Viewed by 771 | Submission Open
Keywords: Internet of Things; remote sensing technology; environmental monitoring; image and video processing; intelligent data analysis; decision support systems
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Microwave Remote Sensing for Earth Observation (EO)
edited by
submission deadline 15 Sep 2025 | 10 articles | Viewed by 41221 | Submission Open
Keywords: Earth observation; active microwave remote sensing; passive microwave remote sensing; polarimetric SAR: full; dual; compact; machine learning; image classification; target decomposition techniques; interferometric SAR
(This special issue belongs to the Section Engineering Remote Sensing)
Current and Future Earth Observing Sensor Systems aboard the International Space Station (ISS) submission deadline 15 Sep 2025 | 5 articles | Viewed by 21837 | Submission Open
Keywords: ISS; Calibration; Validation; Temperature; Evapotranspiration; Vegetation structure; Carbon dioxide; Solar-induced fluorescence; Hyperspectral imaging; Future instruments onboard ISS
(This special issue belongs to the Section Environmental Remote Sensing)
Biomass Remote Sensing in Forest Landscapes II
edited by , Xiaoyi Wang, , and
submission deadline 15 Sep 2025 | 8 articles | Viewed by 15693 | Submission Open
Keywords: above-ground biomass (AGB); carbon cycle; biomass; remote sensing; drone; lidar; laser scanning
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Machine Learning in Global Change Ecology: Methods and Applications
edited by , , , Jiangzhou Xia and
submission deadline 15 Sep 2025 | 6 articles | Viewed by 15364 | Submission Open
Keywords: remote sensing; machine learning; terrestrial vegetation; carbon cycle; climate change; global change ecology
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Linking Marine Heatwaves/Cold-Spells, Eddies, and Sea Surface Features
edited by and
submission deadline 15 Sep 2025 | 13 articles | Viewed by 14773 | Submission Open
Keywords: marine heatwaves; marine cold-spells; oceanic eddies; sea surface features; remote sensing; AI; climate change; ecosystem impacts
(This special issue belongs to the Section Ocean Remote Sensing)
River and Lake Dynamic Monitoring and Ecological Assessment Based on Remote Sensing
edited by Yingxin Shang and
submission deadline 15 Sep 2025 | 8 articles | Viewed by 14265 | Submission Open
Keywords: remote sensing; spatial and temporal variation; optical properties; water quality; natural and anthropogenic influences; hydrological processes; ecological risk assessment; climate change; carbon cycles; sustainable water management
(This special issue belongs to the Section Environmental Remote Sensing)
Deep Learning and Explainable AI (XAI) for Next Level Information Extraction from Remote Sensing Imagery submission deadline 15 Sep 2025 | 4 articles | Viewed by 14070 | Submission Open
Keywords: remote sensing; information extraction; artificial intelligence; machine learning; deep learning; explainable AI; classification; change detection; feature extraction
(This special issue belongs to the Section Remote Sensing Image Processing)
Crop Yield Estimation Based on Remote Sensing and Artificial Intelligence submission deadline 15 Sep 2025 | 7 articles | Viewed by 14020 | Submission Open
Keywords: data analytics; remote sensing; LiDAR; spectral analysis; crop modelling; geospatial data
(This special issue belongs to the Section AI Remote Sensing)
Artificial Intelligence Remote Sensing for Earth Observation
edited by Haokui Zhang, , Xizhe Xue and
submission deadline 15 Sep 2025 | 9 articles | Viewed by 13023 | Submission Open
Keywords: image super-resolution; image segmentation; image classification; multimodal fusion; language– image contrastive learning; visual language model
(This special issue belongs to the Section AI Remote Sensing)
Advances in Remote Sensing of Solving Challenges in Autonomous Driving and Safety Analysis submission deadline 15 Sep 2025 | 4 articles | Viewed by 10726 | Submission Open
Keywords: autonomous vehicles; 3D point cloud analysis; path planning with unprotected turns; robust perception of construction areas; SLAM-based mapping in challenging environments; road pavement assessment for driving safety analysis; object status classification in urban traffic conditions; LIDAR/radar-based localization systems in adverse weather conditions; map quality analysis and enhancement; lane graph generation; safe AI integration technologies into autonomous driving
(This special issue belongs to the Section Urban Remote Sensing)
Remote Sensing of Savannas and Woodlands II submission deadline 15 Sep 2025 | 4 articles | Viewed by 10648 | Submission Open
Keywords: savannas and woodlands; functional traits and diversity; evapotranspiration and water stress; radiative transfer modeling; energy/water balance modeling; pixel unmixing; imaging spectroscopy; thermal infrared
(This special issue belongs to the Section Forest Remote Sensing)
Advances in Synthetic Aperture Radar Data Processing and Application (Second Edition)
edited by , Daiyin Zhu and Jingjing Zhang
submission deadline 15 Sep 2025 | 9 articles | Viewed by 9221 | Submission Open
Keywords: synthetic aperture radar (SAR); SAR data processing; 3D/4D SAR imaging; ISAR imaging; moving target imaging; SAR applications
(This special issue belongs to the Section Earth Observation Data)
Recent Advances in Drought Risk Assessment, Monitoring, and Forecasting II
edited by
submission deadline 15 Sep 2025 | 4 articles | Viewed by 9117 | Submission Open
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
The Applications of Remote Sensing, Machine Learning and Deep Learning in Frozen Ground Regions
edited by Xiaoqing Peng, , , Lingcao Huang and Yonghong Yi
submission deadline 15 Sep 2025 | 5 articles | Viewed by 8955 | Submission Open
Keywords: frozen ground; permafrost; remote sensing; machining learning; deep learning; InSAR; carbon
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Marine Ecology and Biodiversity by Remote Sensing Technology
edited by Laura Martín-García and
submission deadline 15 Sep 2025 | 4 articles | Viewed by 8430 | Submission Open
Keywords: marine and coastal habitats; habitat mapping; remote sensing; distribution models; marine biodiversity; coastal biodiversity; marine management
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing Applications for Enhancing Wildfire Management and Ecosystem Multifunctionality
edited by Paula García-Llamas and
submission deadline 15 Sep 2025 | 4 articles | Viewed by 7508 | Submission Open
Keywords: wildfire; fire management; remote sensing; ecosystem functioning; fire products; fire risk; ecosystem services
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Quantitative Remote Sensing and Its Applications in Agriculture and Vegetation submission deadline 15 Sep 2025 | 5 articles | Viewed by 6279 | Submission Open
Keywords: quantitative remote sensing; radiation directionality observing and modelling; radiative transfer and radiation budget; bidirectional reflectance distribution function (BRDF); directional anisotropy; angular anisotropy; retrieval of plant biochemical parameters; precision agriculture
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Space-Geodetic Techniques (Third Edition) submission deadline 15 Sep 2025 | 4 articles | Viewed by 5745 | Submission Open
Keywords: ground and satellite gravimetry; satellite altimetry; positioning; orbit determination; atmosphere; space weather; global climate change; geodynamics; natural hazard monitoring; earth rotation; planetary geodesy; GNSS-R
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Remote and Proximal Sensing for Precision Agriculture and Viticulture(2nd Edition) submission deadline 15 Sep 2025 | 4 articles | Viewed by 4971 | Submission Open
Keywords: remote sensing; proximal sensing; precision agriculture and viticulture; image acquisition; image processing; multi- and hyperspectral data and sensors
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing for Monitoring and Assessment of Hydrological and Water Quality Parameters submission deadline 15 Sep 2025 | 2 articles | Viewed by 4202 | Submission Open
Keywords: sustainable water management; climate change effects; hydrological processes; soil moisture and flooding; coastal and inland water dynamics; retrieval of water quality parameters; remote sensing; machine learning
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Trends and Prospects in Hyperspectral Remote Sensing Images Processing and Analysis
edited by and
submission deadline 15 Sep 2025 | 3 articles | Viewed by 4017 | Submission Open
Keywords: hyperspectral image; object detection; deep learning; image processing; classification; anomaly detection; super-resolution; denoising; fusion; unmixing
(This special issue belongs to the Section Remote Sensing Image Processing)
Assessment of Spatial and Temporal Patterns in Forest and Grassland Ecosystems Based on Spectral Metrics
edited by , and Margarita Huesca
submission deadline 15 Sep 2025 | 2 articles | Viewed by 3245 | Submission Open
Keywords: hyperspectral and multispectral sensors (satellite; aerial and UAV); vegetation biophysical parameters; forest and grassland functioning; changes and trends; modelling traits; machine learning algorithms
(This special issue belongs to the Section Forest Remote Sensing)
Advanced Techniques for Water-Related Remote Sensing (Second Edition)
edited by , , Jianhua Guo, and
submission deadline 15 Sep 2025 | 2 articles | Viewed by 3097 | Submission Open
Keywords: remote sensing; water-related optics; sensing/imaging techniques; sensors/platforms; deep learning; signal processing
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Remote Sensing of Aerosol Optical Properties and the Effects on Radiation submission deadline 15 Sep 2025 | 1 articles | Viewed by 2201 | 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)
Drones for Natural Hazards submission deadline 15 Sep 2025 | Viewed by 2169 | Submission Open
Keywords: UAV; drones; hazards; mapping; geographic information science; remote sensing; landslides; floods; wildfires; volcanoes; disasters; relief
(This special issue belongs to the Section Environmental Remote Sensing)
Deep Learning-Based Small-Target Detection in Remote Sensing submission deadline 15 Sep 2025 | 1 articles | Viewed by 1774 | Submission Open
Keywords: small target detection; deep learning; remote sensing image processing; hyperspectral and infrared sensing; multi-sensor data fusion; feature extraction; target recognition
(This special issue belongs to the Section Remote Sensing Image Processing)
Solar System Remote Sensing: Planetary Science and Exploration
edited by Jason (Jay) Laura and Ross A. Beyer
submission deadline 15 Sep 2025 | 1 articles | Viewed by 1065 | Submission Open
Keywords: solar system remote sensing; planetary science; planetary exploration; surface analysis; planetary atmosphere; planetary geology
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Low Earth Orbit Enhanced GNSS: Opportunities and Challenges
edited by Ziang Zhang and
submission deadline 15 Sep 2025 | 1 articles | Viewed by 1030 | Submission Open
Keywords: navigation augmentation; integrity monitoring; GNSS anti-spoofing; global navigation satellite system; low orbit constellation; satellite orbit determination; communication Integration; space environment monitoring
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Multiplatform and Multisensor Applications for Landslide Characterization and Monitoring
edited by , Marco Mulas, Giuseppe Ciccarese and
submission deadline 15 Sep 2025 | Viewed by 607 | Submission Open
Keywords: landslide detection; landslide characterization; landslide monitoring; data fusion; remote sensing
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Application of Remote Sensing in Agroforestry (Third Edition) submission deadline 20 Sep 2025 | 1 articles | Viewed by 2517 | Submission Open
Keywords: remote sensing technologies; unmanned aerial vehicles (UAVs); deep learning applications; decision support systems; yield and disease forecasting models; sustainable management practices; data visualization and analysis; sensor fusion and integration; climate impact assessment on agroforestry; ecological and environmental monitoring
(This special issue belongs to the Section Ecological Remote Sensing)
New Insights in GNSS Remote Sensing for Ionosphere Monitoring and Modeling (Second Edition) submission deadline 20 Sep 2025 | 1 articles | Viewed by 812 | Submission Open
Keywords: GNSS ground- and space-based observations; electron density morphology and determination; ionospheric indices; ionospheric models; ionospheric storms; low-; mid- and high-latitude ionosphere; waves and irregularities; total electron content (TEC); ionospheric global and regional maps; extreme events; GNSS navigation
(This special issue belongs to the Section Atmospheric Remote Sensing)
Aerosol–Cloud–Precipitation Interaction: Challenges and Advances
edited by , Lili Zhang and
submission deadline 20 Sep 2025 | Viewed by 281 | Submission Open
Keywords: aerosol; cloud; satellite remote sensing; machine learning; climate effects; cloud detection; atmospheric particulate matter; dust; air quality; environment and health
(This special issue belongs to the Section Atmospheric Remote Sensing)
High-Throughput Phenotyping in Plants Using Remote Sensing submission deadline 25 Sep 2025 | 6 articles | Viewed by 24272 | Submission Open
Keywords: computational intelligence; agronomic traits of plants; physiological traits of plants; nutritional traits of plants; industrial traits of plants; UAV-multispectral sensor
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing in Viticulture II submission deadline 28 Sep 2025 | 6 articles | Viewed by 25893 | Submission Open
Keywords: precision viticulture; vineyard management; vineyard mapping and classification; machine and deep learning; decision support; phenological modelling and yield prediction; estimation of biophysical and geometrical parameters; intelligent monitoring; multi-temporal analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing for Geology and Mapping (Second Edition)
edited by , and
submission deadline 28 Sep 2025 | 3 articles | Viewed by 4053 | Submission Open
Keywords: artificial intelligence; machine learning; deep learning; remote sensing; object detection; segmentation; agriculture environment; classifications
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing Applications in Urban Environment and Climate
edited by , , Ying-Bao Yang and Zhengyuan Zhu
submission deadline 28 Sep 2025 | 3 articles | Viewed by 2983 | Submission Open
Keywords: land use/cover change; urban climate; urban sustainability; urban extreme events; environmental inequality; human– environmental interactions; urban ecology; building energy use
(This special issue belongs to the Section Urban Remote Sensing)
Machine Learning and Deep Learning Applied to Remote Sensing Image Analysis
edited by Sen Lei, and
submission deadline 28 Sep 2025 | 4 articles | Viewed by 2839 | 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)
Ground Deformation Patterns Detection by InSAR and GNSS Techniques (3rd Edition)
edited by , Alessandra Carollo and Federica Sparacino
submission deadline 28 Sep 2025 | 2 articles | Viewed by 1458 | Submission Open
Keywords: earthquakes; plate motion; volcano geodesy; land subsidence; GNSS reflectometry; ground deformation modelling
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing and GIScience for Natural Hazard Mitigation and Resilience
edited by Mohamed Aly, , Yaqian He and
submission deadline 28 Sep 2025 | 1 articles | Viewed by 1137 | Submission Open
Keywords: remote sensing; GIScience; natural hazards; disaster mitigation; resilience; risk assessment; disaster response; recovery strategies; satellite imagery; geospatial modeling
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advanced Technology for Remote Sensing Image Analysis and Applications
edited by , Haixia Bi, , and
submission deadline 28 Sep 2025 | 1 articles | Viewed by 1097 | Submission Open
Keywords: remote sensing; deep learning; classification; image fusion; segmentation; enhancement; cross-domain
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing for Ocean-Atmosphere Interaction Studies
edited by
submission deadline 28 Sep 2025 | 2 articles | Viewed by 963 | Submission Open
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)
Applications of UAV Photogrammetric Survey in Smart City and Smart Region
edited by Ka Zhang
submission deadline 28 Sep 2025 | 1 articles | Viewed by 897 | Submission Open
Keywords: structure from motion; route planning; airborne point cloud processing; multi-source data fusion; multi-source data processing; object detection and recognition; image matching; 3D reconstruction
(This special issue belongs to the Section Urban Remote Sensing)
Machine Learning and Remote Sensing for Improved Autonomous Driving submission deadline 28 Sep 2025 | Viewed by 398 | Submission Open
Keywords: machine learning for autonomous driving; multi-sensor fusion; mmWave radar; LiDAR and radar perception; deep learning in remote sensing; environmental modeling; real-time object detection; edge computing for AVs; urban remote sensing; autonomous vehicle navigation; explainable AI in transportation
(This special issue belongs to the Section Urban Remote Sensing)
Computer Vision and Features Enhancement of Hyperspectral Images
edited by , , Bing Tu and
submission deadline 28 Sep 2025 | Viewed by 382 | Submission Open
Keywords: hyperspectral imaging; computer vision; feature enhancement; image processing; spectral analysis; data integration
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing for Natural Resources and Environmental Management of Arid and Semi-Arid Regions
edited by Chong Wang, and
submission deadline 28 Sep 2025 | Viewed by 320 | Submission Open
Keywords: vegetation dynamics; ecosystem services; carbon cycle/sequestration; soil moisture; evaporation; water quality; scale effects; climate change
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Urban Land Use Mapping Using Deep Learning
edited by , and Ruisheng Wang
submission deadline 28 Sep 2025 | Viewed by 319 | Submission Open
Keywords: urban land use mapping; deep learning; multi-modal data integration; knowledge graphs; remote sensing; urban environmental monitoring; semantic segmentation; three-dimensional urban modeling; dynamic urban change detection
(This special issue belongs to the Section Urban Remote Sensing)
SAR Image Change Detection: From Hand-Crafted to Deep Learning
edited by , Ling Wan, and
submission deadline 28 Sep 2025 | Viewed by 250 | Submission Open
Keywords: deep learning for SAR image change detection; SAR change detection applications; multi-modal image change detection; multi-temporal data analysis; SAR change detection datasets
(This special issue belongs to the Section Remote Sensing Image Processing)
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