Agricultural Landscapes

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Period ending 2026-09-21

18 new papers

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Period ending 2026-09-14

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

    Jun 4, 2026Yadav Raj Ghimire, Jagrati Talreja, Tewodros Syum Gebre +3Tomato DiseasesApple Tree Leaf Disease Segmentation Dataset

  2. A Measurement-Driven Digital Twin Architecture for Plant-Level Biomass Estimation and Growth Forecasting in Hydroponic Systems

    Jun 1, 2026Morgan Mayborne, Abhisesh Silwal, George KantorMediterranean GreenhousesCognitive Digital Twins

  3. IMAC-AgriVLN: Can Agricultural Vision-and-Language Navigation Agents be Aware of Instruction Mistakes?

    Jun 1, 2026Xiaobei Zhao, Xingqi Lyu, Xin Chen +1Vision-Language NavigationAgricultural Robots

  4. Attention mechanisms and transfer learning for robust peach leaf damage classification under domain shift

    Jun 1, 2026Adrián Cánovas-Rodriguez, Miguel A. González-Illán, Maria Fernanda García-Cruz +5Tomato DiseasesImage Classification

  5. Rank-Aware Quantile Activation for Motion-Robust Crop Segmentation in UAV Imagery

    May 31, 2026Abinav Kiran, Sravan Danda, Aditya Challa +2Motion BlurAgricultural Landscapes

  6. FRUC: Feedforward Dynamic Scene Reconstruction from Uncalibrated Collaborative Driving Views

    May 28, 2026Yihang Tao, Yu Guo, Zhengru Fang +2Dynamic Scene ReconstructionCollaborative Perception

  7. Human-in-the-Loop Swarms: A Bionic Swarm Approach to Real-World Soil Mapping

    May 27, 2026Petras Swissler, Mohammadali Rashidioun, Nicholas Sahu +3SwarmsAgricultural Robots

  8. Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks

    May 26, 2026Partho Ghose, Al Bashir, Prem Raj +1Large Language Model HallucinationHallucination Rate

  9. YOLO26-RipeLoc Lite: A lightweight architecture for tomato ripeness detection and picking point localization in greenhouse robotic harvesting

    May 26, 2026Rajmeet Singh, Manveen Kaur, Shahpour Alirezaee +1FruitMediterranean Greenhouses

  10. GreenSeg: Ground Segmentation Algorithm for Agricultural Robots in Mediterranean Greenhouses using RGB-D Point Clouds

    May 24, 2026Fernando Cañadas-Aránega, José C. Moreno, José L. Blanco-ClaracoMediterranean GreenhousesAgricultural Robots

  11. By Their Fruits You Will Know Them: Comparing Formalizations of Law by the Decisions They Encode

    May 24, 2026Julius Vernie, Matthias GrabmairLegal DomainFormalization

  12. FDDet: Achieving Data-Efficient Food Defect Detection Under Real-World Scenarios

    May 23, 2026Ruihao Xu, Yong Liu, Yansong TangNon-Destructive Frying Oil Oxidation AssessmentScalable Defect Detection

  13. Robotic Strawberry Harvesting with Robust Vision and Deep Reinforcement Learning based Sim-to-Real Control

    May 22, 2026Al Bashir, Shao-Yang Chang, Partho Ghose +3Agricultural RobotsExecutable Robot Behavior

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

    May 22, 2026Yu Luo, Xiaogang Zhu, Shan Zeng +4Agricultural Landscapes3D Encoder

  15. CultivAgents: Cultivating Relationship-Centered Multi-Agent Systems for Personalized Gardening

    May 22, 2026Yiyang Wang, Moeiini Reilly, Britney Johnson +3Multi-Agent SystemsEcosystems

  16. AgroTools: A Benchmark for Tool-Augmented Multimodal Agents in Agriculture

    May 21, 2026Zi Ye, Yibin Wen, Xiaoya Fan +10Multimodal AgentsAgricultural Landscapes

  17. Evaluation of Chunking Strategies for Effective Text Embedding in Low-Resource Language on Agricultural Documents

    May 21, 2026Sovandara Chhoun, Pichdara Po, Sereiwathna Ros +2ChunkLow-Resource Languages

  18. AgroVG: A Large-Scale Multi-Source Benchmark for Agricultural Visual Grounding

    May 21, 2026Haocheng Li, Juepeng Zheng, Zenghao Yang +5Agricultural LandscapesVisual Grounding

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

    May 20, 2026Mohammadreza Narimani, Alireza Pourreza, Parastoo FarajpoorFruitDeep Learning

  20. 3D Reconstruction and Knowledge Distillation to Improve Multi-View Image Models to Explore Spike Volume Estimation in Wheat

    May 20, 2026Olivia Zumsteg, Jannis Widmer, Yann Bourdé +43D Plant Phenotyping3D Object Understanding

  21. FruitEnsemble: MLLM-Guided Arbitration for Heterogeneous ensemble in Fine-Grained Fruit Recognition

    May 20, 2026Enhui Yu, Junhui Li, Ruitong Lu +2FruitFine-Grained Perception

  22. Supervised Latent Restructuring for Small-Data Quantum Learning in Plant Phenomics

    May 19, 2026Alakananda Mitra, David H. Fleisher, Vangimalla Reddy +1Quantum KernelsPrincipal Component Analysis

  23. Zhinong AI: A Design-Science Study of an AI-Enabled Agricultural Decision-Support Platform for Smallholder Production

    May 19, 2026Zhaoyang Li, Jiaqi Liu, Ruijie ZhangAgricultural LandscapesArtificial Intelligence Systems

  24. PlantPose: Universal Plant Skeleton Estimation via Tree-constrained Graph Generation

    May 18, 2026Xinpeng Liu, Hiroaki Santo, Yosuke Toda +1Skeletonization3D Plant Phenotyping

  25. From Simulation to Discovery: AI Enabled Probabilistic Emulation of Mechanistic Crop Systems

    May 15, 2026Mojdeh Saadati, Juan Panelo, Gustavo Visentini +3EmulatorsGlobal Climate Models

  26. 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 Landscapes

  27. AgriMind: An Ensemble Deep Learning Framework for Multi-Class Plant Disease Classification

    May 15, 2026Salma Hoque Talukdar Koli, Fahima Haque Talukder JelyTomato DiseasesDeep Learning Framework

  28. Orchard: An Open-Source Agentic Modeling Framework

    May 14, 2026Baolin Peng, Wenlin Yao, Qianhui Wu +11Modular Agentic FrameworkFruit

  29. ToMAToMP: Robust and Multi-Parameter Topological Clustering

    May 14, 2026Ludo Andrianirina, Mathieu CarrièreImage ClusteringPersistent Homology

  30. Agent-Based Post-Hoc Correction of Agricultural Yield Forecasts

    May 12, 2026Matthew Beddows, Aiden Durrant, Georgios LeontidisAgricultural LandscapesApple Tree Leaf Disease Segmentation Dataset

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

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

  32. PlantMarkerBench: A Multi-Species Benchmark for Evidence-Grounded Plant Marker Reasoning

    May 11, 2026Sajib Acharjee Dip, Song Li, Liqing ZhangBiomedical TextHuman-Annotated Benchmark

  33. SAGE: Scalable Agentic Grounded Evaluation for Crop Disease Diagnosis

    May 10, 2026Muhammad Arbab Arshad, Tirtho Roy, Yanben Shen +7Apple Tree Leaf Disease Segmentation DatasetMedical Vision-Language Models

  34. Automated Robotic Moisture Monitoring in Agricultural Fields

    May 9, 2026Senthil Palanisamy, Akila I. SAgricultural LandscapesAerial Imagery

  35. Beyond Toy Benchmarks: A Systematic Evaluation of OOD Detection Methods For Plant Pathology Classification

    May 9, 2026Devesh ShahOut-Of-Distribution DetectionIn-Distribution

  36. An Aerial Manipulator for Perception-Driven Flower Targeting Toward Contactless Pollination in Vertical Farming

    May 7, 2026Chenzhe Jin, Zhuohang Wu, Yifan Cai +4Aerial ManipulationMediterranean Greenhouses

  37. TinyBayes: Closed-Form Bayesian Inference via Jacobi Prior for Real-Time Image Classification on Edge Devices

    May 7, 2026Shouvik Sardar, Sourish DasTomato DiseasesBayesian

  38. Pest-Thinker: Learning to Think and Reason like Entomologists via Reinforcement Learning

    May 7, 2026Xueheng Li, Yu Wang, Tao Hu +6Agricultural LandscapesBees

  39. ReLeaf: Benchmarking Leaf Segmentation across Domains and Species

    May 5, 2026Robert Martinko, Daniel Steininger, Julia Simon +2Apple Tree Leaf Disease Segmentation DatasetAgricultural Landscapes

  40. CropVLM: A Domain-Adapted Vision-Language Model for Open-Set Crop Analysis

    May 5, 2026Abderrahmene Boudiaf, Sajd Javed3D Plant PhenotypingAgricultural Landscapes

  41. AI-Driven Controlled Environment Agriculture as Resilient Infrastructure for U.S. Fresh-Produce Supply Chains

    May 4, 2026Andrii VakhnovskyiMediterranean GreenhousesSupply Chain Optimization

  42. AgriKD: Cross-Architecture Knowledge Distillation for Efficient Leaf Disease Classification

    May 2, 2026Minh-Dung Le, Minh-Duc Hoang, Hoang-Vu Truong +1Tomato DiseasesApple Tree Leaf Disease Segmentation Dataset

  43. Terrain Perception for Agricultural UAVs in Complex Farmland via Rotating mmWave Radar

    May 2, 2026Zhihao Zhan, Le Tao, Shaobin Li +5RadarUncrewed Aerial Vehicles

  44. Developing a Strong Pre-Trained Base Model for Plant Leaf Disease Classification

    May 2, 2026David J. RichterTomato DiseasesTransfer Learning

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

    Apr 30, 2026Alan Gomes, Anderson Gonçalves, Samuel Felipe dos Santos +63D Plant PhenotypingNormalized Difference Vegetation Index

  46. Early Detection of Water Stress by Plant Electrophysiology: Machine Learning for Irrigation Management

    Apr 30, 2026Eduard Buss, Till Aust, Heiko HamannAgricultural LandscapesMachine Learning

  47. GourNet: A CNN-Based Model for Mango Leaf Disease Detection

    Apr 30, 2026Ekram Alam, Jaydip Sanyal, Akhil Kumar Das +2Tomato Diseases3D Convolutional Neural Networks

  48. 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 +2Earth ObservationMapping

  49. Energy-Efficient Plant Monitoring via Knowledge Distillation

    Apr 29, 2026Ilyass Moummad, Reda Bensaid, Kawtar Zaher +5Tomato DiseasesKnowledge Distillation

  50. A Light Weight Multi-Features-View Convolution Neural Network For Plant Disease Identification

    Apr 28, 2026Muhammad Kaleem Ullah KhanTomato DiseasesImage Classification

  51. FruitProM-V2: Robust Probabilistic Maturity Estimation and Detection of Fruits and Vegetables

    Apr 28, 2026Rahul Harsha Cheppally, Sidharth Rai, Sudan Baral +2FruitComputer Vision

  52. Performance and Energy Trade-Off Analysis of Hierarchical Federated Learning for Plant Disease Classification

    Apr 28, 2026Athanasios Papanikolaou, Athanasios Tziouvaras, Pavlos Stoikos +6Tomato DiseasesFederated Learning

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

    Apr 27, 2026Yaw Osei AdjeiGeospatial Foundation ModelsCrop

  54. An analysis of sensor selection for fruit picking with suction-based grippers

    Apr 27, 2026Eva Krueger, Marcus Rosette, Joseph R. DavidsonAgricultural RobotsFruit

  55. Real-time windrow detection from onboard tractor sensors for automated following

    Apr 27, 2026Lorenz Gunreben, Nico Heider, Sebastian Zürner +2Agricultural RobotsLight Detection And Ranging

  56. Agri-CPJ: A Training-Free Explainable Framework for Agricultural Pest Diagnosis Using Caption-Prompt-Judge and LLM-as-a-Judge

    Apr 26, 2026Wentao Zhang, Qi Zhang, Mingkun Xu +6Agricultural LandscapesRemote Sensing Image Change Captioning

  57. Evaluating Histogram Matching for Robust Deep learning-Based Grapevine Disease Detection

    Apr 21, 2026Ruben Pascual, Inés Hernández, Salvador Gutiérrez +4Tomato DiseasesFeature Matching

  58. PestVL-Net: Enabling Multimodal Pest Learning via Fine-grained Vision-Language Interaction

    Apr 19, 2026Xueheng Li, Tao Hu, Ke Cao +5Agricultural LandscapesLarge Vision Language Models

  59. StomaD2: An All-in-One System for Intelligent Stomatal Phenotype Analysis via Diffusion-Based Restoration Detection Network

    Apr 18, 2026Quanling Zhao, Meng'en Qin, Yanfeng Sun +23D Plant PhenotypingImage Restoration

  60. DigiForest: Digital Analytics and Robotics for Sustainable Forestry

    Apr 16, 2026Marco Camurri, Enrico Tomelleri, Matías Mattamala +18Forest InventoryRandom Forest