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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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Remote Sensing Technologies, Applications and Perspectives at Night: Nightlight, Nighttime Thermal Infrared and Synthetic Aperture Radar (SAR) (Second Edition)
edited by , Jiajun Li and
submission deadline 31 Oct 2026 | Viewed by 154 | Submission Open
Keywords: night-time remote sensing (nightlight; thermal infrared; and SAR); low-light earth observation; artificial intelligence for night-time remote sensing; nighttime environmental monitoring; extreme event detection
Advances in Remote Sensing Observation of Aerosol Properties and Assessment of Their Effects (Second Edition)
edited by , , and Donghui Li
submission deadline 31 Oct 2026 | Viewed by 150 | Submission Open
Keywords: aerosol optical; physical; and chemical properties; remote sensing observations; simulation and inversion; environmental; health; and climate assessment; spatiotemporal distribution; contributing factor analysis
(This special issue belongs to the Section Atmospheric Remote Sensing)
Multi-Task Remote Sensing Image Analysis: Classification, Segmentation, and Change Detection (Second Edition)
edited by
submission deadline 31 Oct 2026 | Viewed by 131 | Submission Open
Keywords: multi-task learning; remote sensing image classification; semantic segmentation; change detection; deep learning; multi-temporal analysis; data fusion; transfer learning; environmental monitoring; high-resolution remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Deep Learning-Based Small-Target Detection in Remote Sensing—2nd Edition submission deadline 31 Oct 2026 | Viewed by 129 | Submission Open
Keywords: small target detection; deep learning; remote sensing image processing; hyperspectral and infrared sensing; multi-sensor data fusion; multimodal remote sensing; feature extraction; target recognition
(This special issue belongs to the Section Remote Sensing Image Processing)
Fusing Remote Sensing Observations and ML for Dynamic Hydrological/Ecosystem Monitoring
edited by
submission deadline 31 Oct 2026 | Viewed by 117 | Submission Open
Keywords: data fusion; machine learning; flood monitoring; satellite-based precipitation; ecosystem monitoring; soil moisture; hydrologic modeling; deep learning
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Landslide Detection Using Machine and Deep Learning
edited by
submission deadline 15 Nov 2026 | 4 articles | Viewed by 3004 | Submission Open
Keywords: landslide detection; real-time monitoring; time series analysis; deep learning; machine learning
(This special issue belongs to the Section Earth Observation for Emergency Management)
AI-Driven Hyperspectral Image Classification and Processing in Remote Sensing
edited by , and Yang Xu
submission deadline 15 Nov 2026 | 5 articles | Viewed by 1802 | Submission Open
Keywords: hyperspectral imaging; cross-modal fusion; spectral– spatial feature learning; domain adaptation; hyperspectral image classification; self-supervised learning; multi-scene applications; biodiversity assessment; land use and cover
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing of the Mountain Eco-Environment
edited by Fei Xiao, Yonghui Yao and Wenzuo Zhou
submission deadline 15 Nov 2026 | 2 articles | Viewed by 1205 | Submission Open
Keywords: altitudinal belt; phenology; land use and land cover change; vegetation mapping; mountain biodiversity; vegetation dynamics; snow cover and glacier; mountain disaster; information fusion
(This special issue belongs to the Section Environmental Remote Sensing)
InSAR Technology in Time-Series Analysis: Development, Application and Challenges
edited by Qiang Shen, Bo Hu and
submission deadline 15 Nov 2026 | 1 articles | Viewed by 850 | Submission Open
Keywords: InSAR; time-series analysis; surface deformation; geohazards; PolInSAR; TomoSAR
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Deep Learning for Remote Sensing Image Processing: Challenges and Future Directions
edited by , Sen Lei, Yuxiang Zhang and
submission deadline 15 Nov 2026 | 1 articles | Viewed by 741 | Submission Open
Keywords: deep learning; foundation models; data fusion; self-supervised learning; explainable AI (XAI); multi-temporal analysis
(This special issue belongs to the Section Remote Sensing Image Processing)
High-Precision UAV Thermal Infrared Sensing and Processing
edited by and
submission deadline 15 Nov 2026 | Viewed by 384 | Submission Open
Keywords: UAV thermal infrared remote sensing; thermal image processing; geometric correction; radiometric calibration; multi-sensor fusion; land surface temperature; thermal orthophoto generation; deep learning for thermal imaging; thermal anomaly detection; thermal feature extraction
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing of Individual Trees: Delineation, Characterization, and Applications
edited by , Qingwei Zhuang and
submission deadline 15 Nov 2026 | Viewed by 227 | Submission Open
Keywords: individual trees; crown delineation; tree monitoring and assessment; LiDAR; UAV remote sensing; multi-source data fusion; remote sensing applications
(This special issue belongs to the Section Forest Remote Sensing)
GeoAI for Smart Cities: Urban Remote Sensing and Geospatial Intelligence
edited by Qian Li, , Nan Jia and
submission deadline 16 Nov 2026 | 1 articles | Viewed by 796 | Submission Open
Keywords: GeoAI  ; smart cities  ; urban remote sensing  ; urban analytics  ; land use/land cover (LULC) mapping  ; 3D city modelling (LiDAR/photogrammetry)  ; multimodal data fusion (satellite– LiDAR– IoT)  ; spatiotemporal modelling and forecasting  ; trustworthy and explainable AI
(This special issue belongs to the Section Urban Remote Sensing)
Advances in Synthetic Aperture Radar Data Processing and Application (Third Edition)
edited by , Daiyin Zhu and Jingjing Zhang
submission deadline 16 Nov 2026 | Viewed by 353 | 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)
Intelligent Processing of Multimodal Remote Sensing Data
edited by Xian Li and
submission deadline 20 Nov 2026 | 1 articles | Viewed by 2541 | Submission Open
Keywords: multimodal remote sensing; intelligent processing; remote sensing; multisource remote sensing data processing; multi/hyperspectral and LiDAR remote sensing; deep learning; artificial intelligence in machine vision; multimodal feature fusion; heterogeneous feature fusion; space-intelligent information processing
Advances in Far-to-Near-Infrared Quantitative Spectroscopy and Application to Remote Sensing, in Honor of Prof. Carmine Serio
edited by , Tiziano Maestri and
submission deadline 20 Nov 2026 | Viewed by 408 | Submission Open
Keywords: radiative transfer of Earth and planetary atmospheres; far and thermal infrared spectroscopy and applications; remote sensing of surface and atmospheric parameters (including clouds and aerosols); greenhouse gases assessment from satellite; air quality; forward models; inverse problems; instrument characterization
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Novel Algorithms for UAV- and Satellite-Based Hyperspectral, Multispectral, Infrared, and SAR Image Analysis
edited by Minghua Wang, Xiaobin Zhao, and
submission deadline 25 Nov 2026 | 1 articles | Viewed by 1398 | Submission Open
Keywords: hyperspectral multispectral infrared and SAR; UAV remote sensing; satellite imaging; classification; unmixing; data fusion; segmentation; target detection; change detection; multimodal fusion
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing Tools for Monitoring Vegetation and Enhancing Biodiversity Conservation Strategies submission deadline 28 Nov 2026 | 2 articles | Viewed by 2721 | Submission Open
Keywords: remote sensing; upscaling approach; vegetation dynamics; biodiversity conservation; global change impact; machine learning technique; hyperspectral and multispectral data; time-series analyses; vegetation indices (e.g.; NDVI); vegetation mapping
(This special issue belongs to the Section Environmental Remote Sensing)
Advancing UAV-Based Remote Sensing: Innovations, Techniques and Applications (Second Edition)
edited by , Yinxia Cao, Haoyang Yang and Dongyu Li
submission deadline 28 Nov 2026 | 3 articles | Viewed by 2259 | Submission Open
Keywords: UAV remote sensing; drone path planning; image enhancement; multispectral and hyperspectral imaging; thermal remote sensing; precision mapping; data fusion techniques; environmental monitoring; disaster response applications; machine learning in UAV data analysis
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing in Mangroves (Fourth Edition)
edited by
submission deadline 30 Nov 2026 | 6 articles | Viewed by 10989 | Submission Open
Keywords: mangrove distribution; mangrove expansion and squeeze; deforestation and afforestation; species discrimination; stand density; forest health; forest disturbance; multi-platform; multi-spectral; and multi-resolution data; image processing; image classification; results validation; change detection; cloud computing
(This special issue belongs to the Section Ecological Remote Sensing)
Hyperspectral Imaging and LiDAR Scanning Technology Development and Applications
edited by , Yuwei Chen, and
submission deadline 30 Nov 2026 | 4 articles | Viewed by 10562 | Submission Open
Keywords: hyperspectral imaging; LiDAR; data processing; artificial intelligence; remote sensing applications
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in InSAR Processing: Algorithmic Developments and Diverse Applications submission deadline 30 Nov 2026 | 6 articles | Viewed by 10527 | Submission Open
Keywords: InSAR algorithm development; phase unwrapping; deep learning; ground deformation; persistent scatterer InSAR (PS-InSAR); small baseline subset (SBAS); atmospheric correction
(This special issue belongs to the Section Remote Sensing Image Processing)
Artificial Intelligence for Ocean Remote Sensing (Second Edition) submission deadline 30 Nov 2026 | 5 articles | Viewed by 8611 | Submission Open
Keywords: ocean remote sensing; artificial intelligence; machine learning and deep learning; big data mining; data-driven models; ocean processes; ocean color and environment; coastal environment and disasters
(This special issue belongs to the Section AI Remote Sensing)
SAR Imaging and Deep Learning for Sea Target Detection and Maritime Surveillance
edited by , and Hui Chen
submission deadline 30 Nov 2026 | 1 articles | Viewed by 8592 | Submission Open
Keywords: SAR imaging; maritime target detection; deep learning; electromagnetic scattering; multi-source data fusion; marine situational awareness
(This special issue belongs to the Section Ocean Remote Sensing)
Intelligent Image Analysis: Advancing Remote Sensing with Artificial Intelligence submission deadline 30 Nov 2026 | 5 articles | Viewed by 5839 | Submission Open
Keywords: intelligent RSI interpretation; remote sensing foundation models development and downstream applications; multi-modal RSI interpretation; remote sensing 3D reconstruction; open-world remote sensing image interpretation; remote sensing interpretation applications with advanced AI technology
(This special issue belongs to the Section Remote Sensing Image Processing)
Crop Yield Prediction Using Remote Sensing Techniques submission deadline 30 Nov 2026 | 4 articles | Viewed by 5810 | Submission Open
Keywords: crop yield prediction; remote sensing; NDVI and vegetation indices; machine learning; light use efficiency (LUE); data fusion (e.g.; MODIS– Landsat); phenology and crop growth models; climate and environmental drivers; UAV and satellite imagery; precision agriculture
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Radar Sensing and Intelligent Recognitions: Algorithms, Data and Advanced Applications
edited by Wei Yang, Tiaojie Xiao, , Conghui Qi and Shiwen Lei
submission deadline 30 Nov 2026 | 4 articles | Viewed by 5427 | Submission Open
Keywords: radar scattering characteristics; ocean remote sensing; intelligent recognitions from radar data; radar data processing; artificial intelligence-based radar perception techniques; SAR imaging
(This special issue belongs to the Section Engineering Remote Sensing)
Leveraging Advanced Remote Sensing Technologies for Comprehensive Renewable Energy Monitoring, Systematic Optimization, and Multidimensional Environmental Integration
edited by and
submission deadline 30 Nov 2026 | 2 articles | Viewed by 5084 | 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)
Advances in Forest Degradation and Deforestation Monitoring with AI and Multi-Source Remote Sensing Data submission deadline 30 Nov 2026 | 2 articles | Viewed by 4740 | Submission Open
Keywords: vegetation dynamics; vegetation structure parameters; multi-source remote sensing; artificial intelligence; radiative transfer model; smart forestry
(This special issue belongs to the Section Forest Remote Sensing)
Recent Advances in the Processing of Hyperspectral Images (Second Edition) submission deadline 30 Nov 2026 | 2 articles | Viewed by 4069 | Submission Open
Keywords: remote sensing image processing; hyperspectral image; mixed pixels; machine learning; deep learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Algorithms Exploration of Land Surface Temperature Retrieval from Satellites Data
edited by Caixia Gao
submission deadline 30 Nov 2026 | 3 articles | Viewed by 4048 | Submission Open
Keywords: thermal infrared sensors; atmospheric effect correction; land surface temperature and emissivity separation; land surface temperature downscaling; land surface temperature validation; artificial intelligence
(This special issue belongs to the Section Atmospheric Remote Sensing)
Multisource Remote Sensing Data Fusion and Applications in Vegetation Monitoring (Second Edition)
edited by , and Qing Zhang
submission deadline 30 Nov 2026 | 3 articles | Viewed by 3917 | Submission Open
Keywords: multisource data fusion; vegetation monitoring; hyperspectral imaging; carbon sequestration; land-use change; biodiversity; spatiotemporal analysis; ecological informatics; big data analytics
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing in Soil Organic Carbon Dynamics
edited by Xiangtian Meng, and
submission deadline 30 Nov 2026 | 3 articles | Viewed by 3913 | Submission Open
Keywords: soil organic carbon; remote sensing; multi-source data; spatiotemporal dynamics; deep learning model; driver analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Applications to Internet of Things with Images and Videos from Remote Sensing
edited by , , Yoong Choon Chang and
submission deadline 30 Nov 2026 | 3 articles | Viewed by 3595 | 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)
Laser Scanning in Environmental and Engineering Applications
edited by Maria Alessandra Tini and
submission deadline 30 Nov 2026 | 2 articles | Viewed by 3151 | Submission Open
Keywords: TLS; ALS; SLAM; MMSs; LiDAR; UAV; BIM; mapping; monitoring
(This special issue belongs to the Section Engineering Remote Sensing)
Remote Sensing Applied in Urban Environment Monitoring
edited by , and
submission deadline 30 Nov 2026 | 4 articles | Viewed by 2837 | Submission Open
Keywords: urban remote sensing; GeoAI; environmental exposure; urban redevelopment; sustainable cities; geospatial big data; machine learning; SDG 11
(This special issue belongs to the Section Urban Remote Sensing)
Knowledge-Driven and/or Data-Driven Methods for Remote Sensing Image Processing (2nd Edition)
edited by , Xile Zhao and Bin Zhao
submission deadline 30 Nov 2026 | 1 articles | Viewed by 2730 | Submission Open
Keywords: image processing; remote sensing; knowledge-driven methods; data-driven methods
(This special issue belongs to the Section AI Remote Sensing)
Advances in Machine Learning and Multi-Source Remote Sensing for Monitoring Marine Aquatic Environments submission deadline 30 Nov 2026 | 3 articles | Viewed by 2602 | Submission Open
Keywords: coastal remote sensing; aquatic environments; sediment transport and flux; water pollution; harmful algal blooms (HABs); ocean color; carbon flux; marine ecosystems; biogeochemical monitoring; big data; machine learning
(This special issue belongs to the Section Ocean Remote Sensing)
Land Cover Change Detection: Emerging Algorithms and Applications in Remote Sensing
edited by , , and
submission deadline 30 Nov 2026 | 3 articles | Viewed by 2354 | Submission Open
Keywords: land cover change detection; deep learning and machine learning; spatio-temporal analysis; multi-source data fusion (optical; SAR; LiDAR); urban expansion and agricultural transitions; forest; wetland; and water dynamics; desertification and land degradation; climate change and ecosystem services
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Remote Sensing Imagery for Agricultural Monitoring and Precision Farming
edited by Lang Xia and
submission deadline 30 Nov 2026 | 2 articles | Viewed by 2305 | Submission Open
Keywords: remote sensing imagery; artificial intelligence (AI); precision farming; crop health; crop mapping; yield prediction; sustainable agriculture; multi-sensor fusion; real-time monitoring; farmland infrastructure
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing in Forest Fire Monitoring and Post-Fire Damage Analysis (Third Edition) submission deadline 30 Nov 2026 | 2 articles | Viewed by 2131 | Submission Open
Keywords: fire damage; post-fire; soil; vegetation; landsat; sentinel; MODIS; multispectral; LiDAR; radar
(This special issue belongs to the Section Ecological Remote Sensing)
Advancing Weather and Flood Forecasting Using Remote Sensing and Artificial Intelligence
edited by Ehsan Sharifi and
submission deadline 30 Nov 2026 | 1 articles | Viewed by 1959 | Submission Open
Keywords: precipitation extremes; weather forecast post-processing; flood modeling and prediction; hydrological modeling; weather forecasting; artificial intelligence and machine learning; remote sensing; data assimilation; climate services; extreme events
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Vegetation Structural and Biochemical Parameters: Retrieval, Measurement, Validation, and Application
edited by , and
submission deadline 30 Nov 2026 | 2 articles | Viewed by 1879 | Submission Open
Keywords: canopy structure; leaf pigment; photosynthesis and respiration; biomass; dynamic change; vertical distribution; ecosystem quality; data fusion
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advancements in Satellite and Ground-Based Retrievals for Aerosol and Cloud Characterization submission deadline 30 Nov 2026 | 2 articles | Viewed by 1756 | Submission Open
Keywords: aerosols; clouds; satellite remote sensing; ground-based measurements; aerosol– cloud interactions; validation; machine learning; retrieval algorithms
(This special issue belongs to the Section Atmospheric Remote Sensing)
Satellite and Ground Monitoring and Measurements of Ionospheric and Geo Magnetic Disturbances and Space Weather Events
edited by Si Chen and
submission deadline 30 Nov 2026 | 1 articles | Viewed by 1342 | Submission Open
Keywords: extreme space weather; ionosphere (observation and modelling); GNSS radio occultation; LEO satellite measurements; ionospheric irregularities; geomagnetic storms
(This special issue belongs to the Section Atmospheric Remote Sensing)
Forest Fire Monitoring Using Remotely Sensed Imagery
edited by
submission deadline 30 Nov 2026 | 2 articles | Viewed by 1323 | Submission Open
Keywords: forest fire; productivity; water; hydrology; timber resources; fire operations
(This special issue belongs to the Section Forest Remote Sensing)
Intelligent Methods and Deep Learning Advances with Multimodal Remote Sensing Data for Environmental Hazard Applications submission deadline 30 Nov 2026 | 1 articles | Viewed by 1320 | Submission Open
Keywords: environmental hazard; intelligent algorithms; deep learning; multimodal data; hyperspectral data; foundation models; interpretable AI; self-supervised learning; change detection; 3D reconstruction; AI4EO (artificial intelligence for earth observation)
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing of Inland Waters and Their Catchments (2nd Edition) submission deadline 30 Nov 2026 | 1 articles | Viewed by 1199 | Submission Open
Keywords: inland waters; catchments; multispectral/hyperspectral sensors; data fusion; water body monitoring; water quality; flood disasters; AI algorithms; ecological balance; sustainable development
(This special issue belongs to the Section Biogeosciences Remote Sensing)
State of the Art and Future Developments: Short-Range Radar (2nd Edition)
edited by , and Shichao Chen
submission deadline 30 Nov 2026 | Viewed by 590 | Submission Open
Keywords: short-range radar; object detection; recognition; and tracking; radar imaging; sensor integration and data fusion; signal processing
Crop Yield Estimation Based on Remote Sensing and Artificial Intelligence (Second Edition) submission deadline 30 Nov 2026 | Viewed by 460 | Submission Open
Keywords: data analytics; remote sensing; LiDAR; spectral analysis; crop modelling; geospatial data
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
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