Agricultural Remote Sensing

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6 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. Benchmarking Geospatial Foundation Models for Agriculture Applications

    Jun 29, 2026Zhuocheng Shang, Sanmay Das, Ahmed EldawyRemote Sensing Image SegmentationAgricultural Remote Sensing

    University of California, Riverside · Riverside, USA

  2. An iterative energy-based multimodal transformer for joint retrieval of wheat soil moisture, leaf area index, and plant height from Sentinel-1 and Sentinel-2 time series

    Jun 23, 2026Shubham Kumar Singh, Peilei Fan, Suraj A. Yadav +2Agricultural Remote SensingTransformer

    Department of Urban and Environmental Policy and Program, Tufts University, 503 Boston Ave., Medford, MA 02155 · Electrical and Computer Engineering Department, Mississippi State University, Mississippi, USA, 39762 · Department of Physics, Indian Institute of Technology (BHU), Varanasi, India 221005 +1

  3. Hedgementation = Hedgerow Segmentation: A Remote Sensing Benchmark

    Jun 22, 2026Nathan Senyard, Salem Hamdani, Astrid Zhang +4Remote Sensing Image SegmentationAgricultural Remote Sensing

    UBC CS · INSAT Tunisia · Vector Institute +1

  4. Deep Learning for Soil Moisture Estimation: Fusing Satellite Data with Optimally-Lagged Meteorological Features

    Jun 19, 2026Adrian Canovas-Rodriguez, Aurora González Vidal, Antonio F. SkarmetaAgricultural Remote Sensing

    Department of Information and Communication Engineering, University of Murcia, Murcia, Spain

  5. Multi-Modal Spatio-Temporal Graph Neural Network with Mixture of Experts for Soil Organic Carbon Prediction

    Jun 15, 2026Daniele Mos, Felipe Drummond, Anton Bossenbroek +1Agricultural Remote SensingHeterogeneous GNNs

    Spatialise B.V.

  6. Adapting Prithvi-EO for Fallow Detection for Food-Water Nexus: ViT-Adapter Necks and Parameter-Efficient Backbone tuning of Geospatial Foundation Model

    Jun 10, 2026Sk Muhammad Asif, Orhun AydinRemote Sensing Image UnderstandingRemote Sensing Small Object Detection

    Earth, Atmospheric and Geospatial Science Saint Louis University Saint Louis, Missouri, USA

  7. Comparison of Deep Learning Frameworks For Rice Disease Mapping From UAV Multispectral Imaging

    Jun 4, 2026Yadav Raj Ghimire, Jagrati Talreja, Tewodros Syum Gebre +3Image SegmentationRemote Sensing Image Segmentation

    North Carolina A&T State University Greensboro, North Carolina, USA.

  8. Intercomparison of Machine Learning Algorithms for Remote Sensing-based In-season Crop Mapping

    Jun 4, 2026August Posch, Jitendra Kumar, Forrest M. Hoffman +1Agricultural Remote SensingRemote Sensing

    Institute for Experiential Artificial Intelligence and Sustainability and Data Sciences Lab, Northeastern University, 216 Massachusetts Avenue, Boston, MA 02155 USA · Environmental Sciences Division, Oak Ridge National Laboratory, 1 Bethel Valley Road, Oak Ridge, TN 37830 USA · Computational Science and Engineering Division, Oak Ridge National Laboratory, 1 Bethel Valley Road, Oak Ridge, TN 37830 USA

  9. Leaf Spectral Reflectance Prediction Using Multi-Head Attention Neural Networks

    May 31, 2026Parastoo Farajpoor, Alireza Pourreza, Mohammadreza Narimani +2Agricultural Remote SensingRemote Sensing

    Digital Agriculture Laboratory, Department of Biological and Agricultural Engineering, University of California, Davis, CA, USA · Department of Botany and Plant Sciences, University of California, Riverside, CA, USA · Department of Viticulture and Enology, University of California, Davis, CA, USA

  10. A Modelling and Evaluation Framework for EuroCrops-Driven Sentinel-2 Crop Segmentation

    May 30, 2026Alexandra Nicoleta Scarlat, Ioana Cristina Plajer, Alexandra BaicoianuRemote Sensing Image SegmentationAgricultural Remote Sensing

    Transilvania University of Braşov, Faculty of Mathematics and Computer Science, Braşov, Romania

  11. CAFOSat: A Strongly Annotated Dataset for Infrastructure-Aware CAFO Mapping Using High-Resolution Imagery

    May 30, 2026Oishee Bintey Hoque, Nibir Chandra Mandal, Mandy L Wilson +3Remote Sensing Image UnderstandingAgricultural Remote Sensing

    University of Virginia · Biocomplexity Institute, University of Virginia

  12. PhenoYieldNet: Learning Crop-Aware Phenological Responses for Multi-Crop Yield Prediction

    May 22, 2026Yu Luo, Xiaogang Zhu, Shan Zeng +4Agricultural Remote SensingTime Series Forecasting

    School of Computer Science, The University of Sydney, NSW 2006, Australia · School of Computer Science and Information Technology, Adelaide University, SA 5005, Australia · College of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan, China +2

  13. Mapping Tomato Cropping Systems in California Using AlphaEarth Geospatial Embeddings and Deep Learning Analysis

    May 20, 2026Mohammadreza Narimani, Alireza Pourreza, Parastoo FarajpoorRemote Sensing Image SegmentationAgricultural Remote Sensing

    Department of Biological and Agricultural Engineering, University of California, Davis, Davis, CA, 95616, USA

  14. MAgSeg: Segmentation of Agricultural Landscapes in High-Resolution Satellite Imagery using Multimodal Large Language Models

    May 15, 2026Piyush Tiwary, Utkarsh Ahuja, Depanshu Sani +5Remote Sensing Image SegmentationAgricultural Remote Sensing

    Google DeepMind · Indian Institute of Science · Google

  15. Large-Small Model Collaboration for Farmland Semantic Change Detection

    May 12, 2026Xinjia Li, Rui Wang, Qiurong Peng +3Agricultural Remote SensingRemote Sensing Change Detection

    College of Information Science and Technology, Hangzhou Normal University, Hangzhou, China

  16. The first global agricultural field boundary map at 10m resolution

    May 11, 2026Caleb Robinson, Gedeon Muhawenayo, Subash Khanal +9Agricultural Remote Sensing

    Microsoft AI for Good Research Lab · Arizona State University · Washington University in St. Louis +3

  17. Automated Robotic Moisture Monitoring in Agricultural Fields

    May 9, 2026Senthil Palanisamy, Akila I. SAgricultural Remote SensingAgricultural Robotics

    Coimbatore Institute of Technology, Coimbatore, India.

  18. Efficient Spatio-Temporal Vegetation Pixel Classification with Vision Transformers

    Apr 30, 2026Alan Gomes, Anderson Gonçalves, Samuel Felipe dos Santos +6Agricultural Remote SensingVision Transformer

    Department of Computing, Federal University of São Carlos (UFSCar), Sorocaba, 18052-780, Brazil · Center for Research on Biodiversity Dynamics and Climate Change and Department of Biodiversity, Bioscience Institute, São Paulo State University (UNESP), Rio Claro, 13506-900, Brazil · Wageningen University & Research (WUR), Wageningen, 6708PB, Netherlands

  19. Towards Generalizable Mapping of Hedges and Linear Woody Features from Earth Observation Data: a national Product for Germany

    Apr 29, 2026Thorsten Hoeser, Verena Huber-Garcia, Sarah Asam +2Remote Sensing Image SegmentationAgricultural Remote Sensing

    Earth Observation Center (EOC), German Aerospace Center (DLR), Oberpfaffenhofen, 82234 Wessling, Germany · Institute for Geography and Geology, University of Wuerzburg, 97074 Wuerzburg, Germany

  20. Towards Robust Deep Learning-based Rumex Obtusifolius Detection from Drone Images

    Apr 28, 2026Fabian Dionys Schrag, Mehmet Ozgur Turkoglu, Konrad Schindler +1Unsupervised Domain AdaptationAgricultural Remote Sensing

    Agroscope NBA, Tänikon 1, Ettenhausen, 8356, TG, Switzerland · Agroscope Earth Observation of Agroecosystems Team, Reckenholz 191, Zurich, 8046, ZH, Switzerland · ETH Zurich, Stefano-Franscini-Platz 5, Zurich, 8093, ZH, Switzerland

  21. Do Foundation Model Embeddings Improve Cross-Country Crop Yield Generalisation? A Leave-One-Country-Out Evaluation in Sub-Saharan Africa

    Apr 27, 2026Yaw Osei AdjeiAgricultural Remote SensingGeospatial Foundation Models

    Department of Computer Science, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana

  22. From Noisy Historical Maps to Time-Series Oil Palm Mapping Without Annotation in Malaysia and Indonesia (2020-2024)

    Apr 26, 2026Nuttaset Kuapanich, Juepeng Zheng, Bohan Shi +6Remote Sensing Image SegmentationAgricultural Remote Sensing

    School of Artificial Intelligence, Sun Yat-Sen University, Zhuhai, China. · National Supercomputing Center in Shenzhen, Shenzhen, China. · Khoury College of Computer Sciences, Northeastern University, Boston, United States of America. +1

  23. ResAF-Net: An Anchor-Free Attention-Based Network for Tree Detection and Agricultural Mapping in Palestine

    Apr 26, 2026Rabee Al-QasemAgricultural Remote SensingObject Detection

    Ministry of Labor - GGateway.ps Nablus, Palestine

  24. Resource-Constrained UAV-Based Weed Detection for Site-Specific Management on Edge Devices

    Apr 25, 2026Linyuan Wang, Haibo Yao, Te-Ming Tseng +4Agricultural Remote SensingWeed Detection

    Department of Agricultural and Biological Engineering, Mississippi State University, Mississippi State, MS, USA · USDA-ARS, Genetics and Sustainable Agriculture Research Unit, Mississippi State, MS, USA · Department of Plant and Soil Sciences, Mississippi State University, Mississippi State, MS, USA +2

  25. Attention-based Multi-modal Deep Learning Model of Spatio-temporal Crop Yield Prediction with Satellite, Soil and Climate Data

    Apr 21, 2026Gopal Krishna Shyam, Ila ChandrakarAgricultural Remote SensingSpatiotemporal Forecasting

    Presidency University, Bengaluru, India · University of Europe for Applied Sciences, Berlin

  26. PRUE: A Practical Recipe for Field Boundary Segmentation at Scale

    Mar 28, 2026Gedeon Muhawenayo, Caleb Robinson, Subash Khanal +10Image SegmentationRemote Sensing Image Segmentation

    Arizona State University · Microsoft AI for Good · Washington University in St. Louis +3

  27. A Parameter-efficient Convolutional Approach for Camouflaged Weed Detection in Multispectral Aerial Imagery

    Feb 28, 2026Leo Thomas Ramos, Angel D. SappaWeed DetectionCamouflaged Object Detection

    Computer Vision Center · Universitat Aut`onoma de Barcelona · ESPOL Polytechnic University

  28. Probabilistic NDVI Forecasting from Sparse Satellite Time Series and Weather Covariates

    Feb 4, 2026Irene Iele, Giulia Romoli, Daniele Molino +4Irregular Time-Series ModelingMultivariate Time Series Forecasting

    Unit of Artificial Intelligence and Computer Systems, Universit`a Campus Bio-Medico di Roma, Italy · Department of Diagnostics and Intervention, Biomedical Engineering and Radiation Physics, Ume˚a University, Sweden · Department of Naval, Electrical, Electronics and Telecommunications Engineering, University of Genoa, Italy

  29. A UAV-Based Multispectral and RGB Dataset for Multi-Stage Paddy Crop Monitoring in Indian Agricultural Fields

    Jan 3, 2026Adari Rama Sukanya, Puvvula Roopesh Naga Sri Sai, Bodduru Neshika +1Agricultural Remote SensingUAV Remote Sensing

    IIT Tirupati

  30. Mapping and Classification of Trees Outside Forests using Deep Learning

    Oct 29, 2025Moritz Lucas, Hamid Ebrahimy, Viacheslav Barkov +3Remote Sensing Image SegmentationAgricultural Remote Sensing

    Osnabrück University, Institute for Computer Science, Remote Sensing Osnabrück, Germany · Leibniz Institute for Agricultural Engineering and Bioeconomy, System Process Engineering, Germany · Osnabrück University, Institute of Cognitive Science, Artificial Intelligence, Germany +1