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. A Swarm-Coordinated Multi-Robot System for Early Stress Detection in Agricultural Rows Using Multimodal Leaf Sensing

    Oct 6, 2026Rishi Gupta, Astha Goyal, Vinay VishwakarmaPlant Disease ClassificationAgricultural Remote Sensing

    Delhi Public School Vasant Kunj, New Delhi, India · Assistant Professor, University of Delhi · Mentor, On My Own Technology Pvt. Ltd, Mumbai, India

  2. Calibrated Weak Supervision for Post-Harvest Burned-Cropland Mapping Under Label Scarcity

    Oct 4, 2026Raunak Bhagate, Maitri Polisetty, R I MinuPost-Hoc CalibrationAgricultural Remote Sensing

    SRM Institute of Science & Technology

  3. Cropland PAtteRNS: Parallel Dimensional Attention Networks and Attention to Dataset Disparity for Crop Segmentation in Satellite Imagery Time Series Data

    Sep 29, 2026Joseph Metcalfe, Sara Sharifzadeh, Fabio CaraffiniRemote Sensing Image SegmentationAgricultural Remote Sensing

    Department of Computer Science, Swansea University, Swansea, SA1 8EN, United Kingdom

  4. A Dual-Track Curation-and-Classification Framework for Resolving Ground-Truth Label Noise in Operational Sentinel-2 Wheat Area Estimation

    Sep 29, 2026Kasimali Agharia, Ujjwal Kumar GuptaAgricultural Image AnalysisAgricultural Remote Sensing

    Space Applications Centre (SAC), Indian Space Research Organisation (ISRO)

  5. When Should a Satellite Estimate Be Changed? Stress-Testing Neural Corrections for Evapotranspiration

    Sep 28, 2026Marco TrottaAgricultural Remote SensingNeural Network Robustness

    Irrigant, Idaho, USA

  6. From Foundation Embeddings to Cropland Maps: Label Efficiency, Temporal Transferability and Independent Human Validation

    Sep 15, 2026Mohammad Ammar Mughees, Giovanni Montefoschi, Zhongxin Chen +1Agricultural Remote SensingGeospatial Foundation Models

    Department of Civil and Environmental Engineering, Politecnico di Milano, Milan, Italy · Food and Agriculture Organization of the United Nations, Rome, Italy

  7. JEDI: JEPA-to-Edge Distillation for Efficient Cropland Segmentation from Satellite Imagery

    Sep 7, 2026Kishor Kumar Bhaumik, Nicolas Roque dos Santos, Jia Chen +1Remote Sensing Image SegmentationAgricultural Remote Sensing

    University of California, Riverside

  8. Foundation Models Meet Agriculture: Challenges Beyond Pretraining

    Aug 31, 2026Vishal Nedungadi, Xingguo Xiong, Marc Rußwurm +1Agricultural Remote SensingGeospatial Foundation Models

    Artificial Intelligence and Plant Science Group Wageningen University and Research Wageningen, Netherlands · Institute of Digital Agriculture Zhejiang Academy of Agricultural Sciences Hangzhou, China · Machine Learning in Earth Observation Lab University of Bonn Bonn, Germany

  9. A Remote Approach to Cashew Orchard Detection: Leveraging Active Learning with Satellite Imagery in Guinea-Bissau

    Aug 12, 2026Miguel, Sofia, Maria +3Agricultural Remote Sensing

    Department of Computer Science, Faculty of Sciences, University of Porto, Rua do Campo Alegre, 4169-007 Porto, Portugal · INESC-TEC, Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias, 4200-465 Porto, Portugal · Forest Research Centre, School of Agriculture, University of Lisbon, Tapada da Ajuda, 1349-017 Lisbon, Portugal +2

  10. SAR2Agri: Learning SAR Intensity Representations for Agricultural Monitoring

    Aug 11, 2026Moti Rattan Gupta, Anupam SobtiRepresentation LearningAgricultural Remote Sensing

    Plaksha University, Mohali, Punjab, India

  11. SwissCrop25: A National Multi-Year Benchmark for Operational Crop Mapping

    Aug 10, 2026Thomas Lauber, Mehmet Ozgur Turkoglu, Sélène Ledain +1Agricultural Remote SensingLand Cover Classification

    Earth Observation of Agroecosystems Team, Agroscope, Switzerland

  12. Integrating spectral and morphological plant features with decision-tree models for early-season cotton biomass and nitrogen status estimation from multi-year UAV data

    Aug 7, 2026Vaishali Swaminathan, Nithya Rajan, J Alex Thomasson +4Agricultural Remote SensingUAV Remote Sensing

    Department of Biological and Agricultural Engineering, Texas A&M University, College Station, Texas, USA. · Utah Water Research Laboratory, Utah State University, Logan, Utah, USA. · Depart of Soil and Crop Sciences, Texas A&M University, College Station, Texas, USA. +3

  13. Multi-Year Geospatial Reasoning using Interannually-Consistent Historical Predictions as a Free Input Modality

    Aug 6, 2026Syed Roshaan Ali Shah, Kasper Bonte, David Bekaert +2Agricultural Image AnalysisAgricultural Remote Sensing

    VITO Remote Sensing, Mol, Belgium

  14. TRNet: Topography-Guided Frequency Rectification and Structure-Aware Decoding for Multimodal Paddy Rice Segmentation

    Aug 4, 2026Kaiwen Xiao, Chunlong Fu, Liping Zheng +1Agricultural Image AnalysisRemote Sensing Image Segmentation

    School of Computer Science, Sichuan University Jinjiang College, Meishan 620860, China

  15. UAV3DCrop: Benchmarking 3D Reconstruction in Repeated Multi-Angle UAV Crop Surveys

    Aug 3, 2026Junxiong Zhou, Xuechen Li, Chonghao Qiu +11Agricultural Remote Sensing3D Reconstruction

    University of Minnesota, Twin Cities, USA · University of Pittsburgh, USA · Max Planck Institute for Biogeochemistry, Germany +3

  16. PhenoStitch: Training-Free Panoptic Crop Mapping from Satellite Image Time Series

    Aug 1, 2026Xuechen LiPanoptic SegmentationAgricultural Remote Sensing

    University of Minnesota Minneapolis, MN, USA

  17. Space2Ground 2.0: A Multi-Source Dataset and Framework for Agricultural Monitoring through Fusion of Street-Level and Satellite Imagery

    Jul 30, 2026Iason Tsardanidis, Alkiviadis Koukos, George Choumos +2Agricultural Image AnalysisAgricultural Remote Sensing

    Operational Unit BEYOND Centre, IAASARS, National Observatory of Athens, Athens, Greece · DHI Water & Environment, Hørsholm, Denmark · Artificial Intelligence Group, Wageningen University & Research, The Netherlands

  18. Think with Extra-Image: A Farmland Segmentation Agent Driven by Spatio-Temporal Information Gain

    Jul 30, 2026Haiyang Wu, Weiliang Mu, Zhuofei Du +4Active PerceptionRemote Sensing Image Segmentation

    Central South University, Changsha, China

  19. Safety-Aware Cascaded Inference for Crop Damage Assessment with Controlled Error Trade-offs

    Jul 28, 2026José Thiéry Messigbédé Hagbe, Gani Kawsar Gounou, Songbian Karim ZiméAgricultural Image AnalysisAgricultural Remote Sensing

    aAfrican School of Economics, www.africanschoolofeconomics.com, Abomey Calavi, Benin

  20. Embeddings based Anomaly Detection for Cleaning Global Crop Type Reference Datasets

    Jul 27, 2026Syed Roshaan Ali Shah, Kristof Van Tricht, Christina Butsko +2Agricultural Remote SensingNoisy-Label Learning

    VITO Remote Sensing, Mol, Belgium · European Space Agency (ESA), Frascati, Italy

  21. Farmland Extent and Visible Boundary Mapping from 1 m NAIP Imagery Using Residual U-Net and Text-Prompted SAM 3 Refinement

    Jul 24, 2026Mohammadreza Narimani, Vikram Anand, Parastoo FarajpoorRemote Sensing Image SegmentationAgricultural Remote Sensing

    Department of Biological and Agricultural Engineering, University of California, Davis, Davis, CA, 95616, USA · Del Norte High School, San Diego, CA, USA

  22. Delineate Anything v2: A Global Foundation Model for Field Delineation

    Jul 21, 2026Mykola Lavreniuk, Nataliia Kussul, Andrii Shelestov +4Remote Sensing Image SegmentationAgricultural Remote Sensing

    European Space Agency, Frascati, Italy · Space Research Institute NASU-SSAU, Kyiv, Ukraine · University of Maryland, College Park, Maryland, USA +1

  23. STS-NET: Spatio-Temporal Stress Network for Self-Supervised Crop Stress Detection using Satellite Image Time Series

    Jul 21, 2026Pradeep Dalal, Rajiv Ranjan, Sushil Ghildiyal +2Agricultural Remote SensingSelf-Supervised Time Series Representation Learning

    Department of Computer Science and Engineering, Indian Institute of Technology Ropar, Rupnagar 140001, India · Department of Robotics and Autonomous Systems, Plaksha University, Mohali 140306, India

  24. CGMap: A Geospatially Aware Deep Learning Framework for Crop Gap Mapping Using UAV

    Jul 21, 2026Karan Sharma, Rajiv Ranjan, Dinesh Kumar +1Agricultural Remote SensingPrecision Agriculture

    Robotics and Autonomous Systems, Plaksha University, Mohali, India

  25. Early Yield Prediction for Sugar Beet Fields using Satellite Data -- Learnings from Specialized Vision Transformers

    Jul 20, 2026Philipp Vaeth, Bhumika Laxman Sadbhave, Denise Dejon +2Agricultural Remote SensingVision Transformer

    Center for Artificial Intelligence and Robotics, Technical University of Applied Sciences Wuerzburg-Schweinfurt, Franz-Horn-Strasse 2, Wuerzburg, Germany · Bielefeld University, Universitaetsstrasse 25, Bielefeld, Germany · green spin GmbH, Magdalene-Schoch-Strasse 5, Wuerzburg, Germany

  26. Weakly Supervised Spatio-Temporal Candidate Discovery of Dairy Farm Sites from Seasonal Satellite Imagery

    Jul 14, 2026Usman Haider, Fatima Khalid, Karl MasonAgricultural Remote SensingRemote Sensing

    School of Computer Science, University of Galway, Ireland. · Faculty of Computer Science and Engineering, GIK Institute of Engineering Sciences and Technology, Pakistan.

  27. Self-supervised training for high-resolution close-range multispectral remote sensing imagery

    Jul 13, 2026Leon-Friedrich Thomas, Mikael Änäkkälä, Antti LajunenAgricultural Image AnalysisRemote Sensing Image Segmentation

    University of Helsinki, Department of Agricultural Sciences, P.O. Box 28, Fi-00014 Helsinki, Finland · University of Helsinki, Department of Forest Sciences, P.O. Box 27, Fi-00014 Helsinki, Finland

  28. Is sub-metre resolution necessary for cocoa mapping? A landscape-stratified evaluation of very high resolution imagery, decametric Earth Observation inputs, and operational products in Cote d'Ivoire

    Jul 9, 2026Kasimir Orlowski, Filip Sabo, Michele Meroni +3Agricultural Remote SensingGeospatial Foundation Models

    Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Hallenweg 8, 7522 NH Enschede, The Netherlands. · FINCONS S.P.A., Via Torri Bianche 10, Palazzo Betulla, 20871 Vimercate, Italy. · European Commission, Joint Research Centre (JRC), Via Enrico Fermi, 2749, 21027 Ispra, Italy. +3

  29. Predicting Viticulture Potential through an Ensemble of U-Net and a Geospatial Foundation Model

    Jul 9, 2026Jorge Ignacio Perez, Hwaai Kang Kee, Lucas RassbachAgricultural Remote Sensing

    Georgia Institute of Technology, North Ave NW, Atlanta, GA 30332

  30. Fields of the Planet: Field Boundary Mapping Beyond 10m

    Jul 5, 2026Isaac Corley, Caleb Robinson, Jennifer Marcus +1Remote Sensing Image SegmentationAgricultural Remote Sensing

    Taylor Geospatial · Microsoft AI for Good Research Lab · Arizona State University