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

  31. 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

  32. 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

  33. 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

  34. 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

  35. 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.

  36. 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

  37. 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.

  38. 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

  39. 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

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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

  45. 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

  46. 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

  47. Automated Robotic Moisture Monitoring in Agricultural Fields

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

    Coimbatore Institute of Technology, Coimbatore, India.

  48. 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

  49. 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

  50. 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

  51. 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

  52. 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

  53. 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

  54. 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

  55. 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

  56. 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

  57. 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

  58. 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

  59. 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

  60. 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