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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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Multi-Task Remote Sensing Image Analysis: Classification, Segmentation, and Change Detection
edited by
submission deadline 15 Mar 2026 | 7 articles | Viewed by 5186 | 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)
Near Real-Time Remote Sensing Data and Its Geoscience Applications
edited by and Zhiqi Zhang
submission deadline 25 Mar 2026 | 2 articles | Viewed by 1264 | Submission Open
Keywords: near real-time intelligent satellite systems; onboard processing; video data capture; multispectral and SAR image data; data processing for information servicing; deep learning applications; applications-ready data
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Advances in Remote Sensing and Geophysical Methods to the Earth’s Surface and Shallow Subsurface Characterization submission deadline 30 Mar 2026 | 4 articles | Viewed by 3809 | Submission Open
Keywords: applied geophysics; remote sensing; geospatial methods; digital data processing; innovative processing techniques; artificial intelligence
Applications of Multi-Scale Remote Sensing and Machine Learning to Study Agriculture and Agriculture Water Management
edited by , Ya’nan Zhou and Nana Yan
submission deadline 30 Mar 2026 | 1 articles | Viewed by 780 | Submission Open
Keywords: precision agriculture; crop monitoring; evapotranspiration; drought; agricultural water management remote sensing methods; machine learning; data analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Improving Remote Sensing Crop Mapping and Yield Estimation by New Techniques
edited by , Hua Zhang, Xin Pan and
submission deadline 31 Mar 2026 | 6 articles | Viewed by 5318 | Submission Open
Keywords: crop classification/mapping; yield estimation; high-resolution remote sensing; artificial intelligence; deep learning; semantic segmentation; precision agriculture; food security; agricultural sustainability; big data; data analytics
(This special issue belongs to the Section Environmental Remote Sensing)
Collaborative Learning for Multimodal Remote Sensing Analysis: Methods, Techniques and Applications
edited by Mingyang Zhang, Puzhao Zhang, Xiangming Jiang and
submission deadline 31 Mar 2026 | 2 articles | Viewed by 2149 | Submission Open
Keywords: deep learning; collaborative learning; remote sensing analysis; computational intelligence; regular optimization
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing Target Recognition and Detection: Theory and Applications (Second Edition)
edited by and Mingyang Zhang
submission deadline 31 Mar 2026 | Viewed by 407 | Submission Open
Keywords: target recognition; target detection; deep learning; neural networks; image classification; image processing
(This special issue belongs to the Section AI Remote Sensing)
Application of Remote Sensing in Arctic Ecosystem Monitoring
edited by and Olga Tutubalina
submission deadline 31 Mar 2026 | Viewed by 345 | Submission Open
Keywords: Arctic; ecosystem; terrestrial; marine; sea ice; coastal; freshwater; satellite; UAV; ecology; monitoring
(This special issue belongs to the Section Ecological Remote Sensing)
Deep Learning for Remote Sensing Image Scene Classification
edited by Christine Pohl
submission deadline 31 Mar 2026 | Viewed by 275 | Submission Open
Keywords: deep learning; remote sensing; image scene classification; convolutional neural networks (CNNs); transfer learning; multispectral and hyperspectral imaging; data augmentation; big data analytics; smart city; digital twins
(This special issue belongs to the Section Remote Sensing Image Processing)
Spatial Modeling and Analysis with Geographical and Remote Sensing Data
edited by Jinming Sha, and
submission deadline 31 Mar 2026 | Viewed by 56 | Submission Open
Keywords: artificial intelligence in gis and remote sensing; spatial data modeling; data fusion; spatiotemporal analysis; big data analytics; urban planning and environmental monitoring; cloud computing for geospatial data
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Artificial Intelligence-Driven Methods for Remote Sensing Target and Object Detection (Third Edition) submission deadline 31 Mar 2026 | Viewed by 19 | Submission Open
Keywords: remote sensing; target detection; artificial intelligence; machine learning; deep learning; object detection; new datasets
(This special issue belongs to the Section AI Remote Sensing)
Efficient Object Detection Based on Remote Sensing Images
edited by , and Yan Wang
submission deadline 20 Apr 2026 | 4 articles | Viewed by 2608 | Submission Open
Keywords: SAR weak target detection; small object detection; trustworthy target detection; integration of imaging and detection; model compression and acceleration; real-time object detection; efficient detection architectures; optimization of on-orbit detection models
(This special issue belongs to the Section Remote Sensing Image Processing)
Computer Vision and Pattern Recognition for the Analysis of 2D/3D Remote Sensing Data in Geoscience (Second Edition)
edited by Shengke Wang, Bineng Zhong, and
submission deadline 30 Apr 2026 | Viewed by 505 | Submission Open
Keywords: object detection and tracking; intelligent interpretation of remote sensing video/image; image segmentation and feature extraction; image stitching and fusion; online and real time processing; monitoring and inspection; application and software development
(This special issue belongs to the Section AI Remote Sensing)
Advancement of Environmental Studies with New SAR Sensors
edited by and Armando Marino
submission deadline 30 Apr 2026 | Viewed by 260 | Submission Open
Keywords: SAR; SAR polarimetry; SAR interferometry; climate change; disasters; biomass; land cover; land use; coastal; cryosphere
(This special issue belongs to the Section Ecological Remote Sensing)
Ecosystem Protection in Arid and Semi-Arid Regions Supported by Multi-Source Remote Sensing Data
edited by , Junran Li, and
submission deadline 20 May 2026 | 6 articles | Viewed by 5016 | Submission Open
Keywords: multi scale remote sensing data; remote sensing technology; arid and semi-arid regions; climate change; dryland ecosystems; structure and function farmland protection forest
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Monitoring and Restoration of Mining-Impacted Ecosystems Using Remote Sensing Technology submission deadline 28 May 2026 | 1 articles | Viewed by 634 | Submission Open
Keywords: multi-source remote sensing data; remote sensing technology; mining ecosystem; ecological restoration; ecosystem structure and function
(This special issue belongs to the Section Ecological Remote Sensing)
Recent Achievements in Remote Sensing-Based Archaeological Research submission deadline 31 May 2026 | Viewed by 461 | Submission Open
Keywords: VHR satellite imagery; close-range photogrammetry; SfM and 3D reconstruction; LiDAR data processing; ALS; TLS; MLS; BLS platforms; walls stratigraphy; coupling DL parameterization to dynamic models; SAR images processing for archaeological investigation; interior-environment 3D models
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Climate Change Influences on Urban Ecology submission deadline 30 Jun 2026 | Viewed by 483 | Submission Open
Keywords: urban ecology; climate change; nature-based solutions; urban wetlands; green infrastructure; environmental justice; urban forestry; remote sensing; ecosystem services; urban sustainability; urban biodiversity
(This special issue belongs to the Section Environmental Remote Sensing)
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