Agricultural Image Analysis

Ask about this topic

Momentum

5 papers in the last four weeks, up 67% on the four weeks before. 0.0% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 55

All topics
CardsList

  1. Beyond Group Splits: Specimen-Level Cross-Validation and Visual Attribution for Remaining-Shelf-Life Regression in Climacteric Fruit

    Oct 7, 2026Rovhona Mudau, Jean Frederic Isingizwe Nturambirwe, Clement Nthambazale NyirendaRUL EstimationAgricultural Image Analysis

    Department of Computer Science University of the Western Cape Cape Town, South Africa · eResearch Office University of the Western Cape Cape Town, South Africa · Department of Computer Science / eResearch Office University of the Western Cape Cape Town, South Africa

  2. 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)

  3. Configurable Multi-Stage Vision Pipeline for Crop Disease and Pest Diagnosis

    Sep 18, 2026Naga Ganesh, Chandrashekar M S, Lakshmi Pedapudi +2Agricultural Image AnalysisPlant Disease Classification

    Digital Green

  4. AgriScope: Pixel-Grounded Multimodal Understanding for Agricultural Images

    Sep 17, 2026Abderrahmene Boudiaf, Mohamad Alanssari, Irfan Hussain +1Agricultural Image AnalysisMultimodal Grounding

    Department of Computer Science, Khalifa University of Science and Technology, P.O. Box 127788, Abu Dhabi, United Arab Emirates · Department of Mechanical and Nuclear Engineering, Khalifa University of Science and Technology, P.O. Box 127788, Abu Dhabi, United Arab Emirates

  5. Precision in Rice Variety Classification using Stacking-Based Ensemble Learning

    Sep 9, 2026Md. Masudul Islam, Galib Muhammad Shahriar Himel, Md. Golam Moazzam +1Agricultural Image AnalysisImage Classification

    Department of Computer Science and Engineering, Jahangirnagar University, Dhaka, Bangladesh · Department of Physics, Jahangirnagar University, Dhaka, Bangladesh

  6. Vision-language models know more about agriculture than they show and rubric-grounded verifications close the gap

    Sep 8, 2026Earl Ranario, Jared Smith, Lars Lundqvist +2Agricultural Image AnalysisPlant Disease Classification

    University of California, Davis

  7. DropClick: Semi-Automated One-Click Segmentation for Agricultural Robotic Data

    Sep 3, 2026Patrick Zimmer, Michael Halstead, Chris McCoolAgricultural Image AnalysisPromptable Image Segmentation

    University of Bonn, Germany · CSIRO, Australia

  8. Automated binary classification of hazelnut X-ray images: A deep-learning benchmark for quality assessment

    Aug 12, 2026Giancarlo Sportelli, Nicola Belcari, Roberta Pace +4Agricultural Image AnalysisEnsemble Learning

    Department of Physics “E. Fermi”, University of Pisa, Largo Bruno Pontecorvo 3, 56127 Pisa, Italy · National Institute for Nuclear Physics (INFN), Pisa Division, Largo Bruno Potencorvo 3, 56127 Pisa, Italy · Institute for Agriculture and Forestry Systems in the Mediterranean, National Research Council of Italy (ISAFOM-CNR), Piazzale Enrico Fermi 1, Località Porto del Granatello, 80055 Portici, Naples, Italy +1

  9. A Comparative Evaluation of Deep Learning Object Detection Models on a Real-World Multi-Plant Dataset from Africa

    Aug 11, 2026Ismail Ismail Tijjani, Sunusi Muhammad Ibrahim, Amina Ibrahim Khaleel +5Agricultural Image AnalysisDetection Transformer

    Department of Mechatronics Engineering, Bayero University, Kano, Nigeria. · Department of Chemical and Petroleum Engineering, Bayero University, Kano, Nigeria. · Department of Artificial Intelligence and Cybersecurity, Alpen-Adria-Universität Klagenfurt, Austria. +4

  10. AgriField-40K: Adapting Vision Models to Agriculture With Efficient Continual Pretraining

    Aug 8, 2026Vasileios Tzouras, Paraskevas Pegios, Lazaros NalpantidisAgricultural Image AnalysisMasked Autoencoders

    Technical University of Denmark (DTU), Kongens Lyngby, Denmark · Pioneer Centre for Artificial Intelligence, Copenhagen, Denmark

  11. 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

  12. 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

  13. Fruit-HSNet: A Machine Learning Approach for Hyperspectral Image-Based Fruit Ripeness Prediction

    Aug 2, 2026Ahmed Baha Ben Jmaa, Faten Chaieb, Anna FabijańskaAgricultural Image AnalysisHyperspectral Image Classification

    1Efrei Research Lab, Paris Panthéon-Assas University, Paris, France · Institute of Applied Computer Science, Lodz University of Technology, Łódź, Poland

  14. 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

  15. 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

  16. Still image and spatial-temporal tomato data enabling detection, segmentation, tracking, and video-instance segmentation using strong and weak labels

    Jul 16, 2026Michael Halstead, Esra Guclu, Mohamed Farag +7Agricultural Image AnalysisPlant Phenotyping

    University of Bonn, Bonn, Germany · CSIRO, Pullenvale, Australia

  17. Cotton-SF YOLO: Learning Structural and Frequency Cues for Early Cotton Square Detection in Complex Field Environments

    Jul 16, 2026Chengjia Zhang, Yu Li, Feiri Ali +5Agricultural Image AnalysisFrequency-Domain Feature Learning

    School of Aeronautics and Astronautics, Xichang University, No. 1 Xuefu Road, Anning Town, Xichang, 615013, Sichuan Province, China · School of Information Technology, Xichang University, No. 1 Xuefu Road, Anning Town, Xichang, 615013, Sichuan Province, China · College of Information and Electrical Engineering, China Agricultural University, No. 17 Qinghua East Road, Haidian District, Beijing, 100083, China +1

  18. 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

  19. Pixel-Precise Explainable Stress Indexing: A Semantic Segmentation Framework for Disease Severity Quantification in Field Crops

    Jul 5, 2026Raunak Kumar, Soumyashree KarAgricultural Image AnalysisImage Segmentation

    Centre of Studies in Resources Engineering Indian Institute of Technology Bombay Mumbai, Maharashtra, India

  20. Learning Adversarial Augmentation Policies for Robust Garlic Seedling Detection

    Jun 25, 2026Soeun Lee, Chanho Kim, Yeji Kang +2Agricultural Image AnalysisDistribution Shift Robustness

    School of Electrical and Electronics Engineering, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul, 06974, South Korea · Department of Agricultural Engineering, National Institute of Agricultural Sciences, 310 Nongsaengmyeong-ro, Deokjin-gu, Jeonju-si, Jeonbuk-do, 54875, South Korea

  21. Predicting Fruit Quality with a Hybrid Machine Learning and Image Processing Approach

    Jun 24, 2026Amir Reza Hashemi, Shahram AmiriAgricultural Image AnalysisImage Classification

    Department of Computer Science, Science and Research Branch, Islamic Azad University, Tehran, Iran · Department of Decision and Information Sciences, School of Business Administration, Stetson University, DeLand, Florida, USA

  22. Curvature-aware 3D length estimation of greenhouse cucumbers using RGB-D imaging and cubic spline arc-length integration

    Jun 21, 2026Manveen Kaur, Rajmeet Singh, Saeed Mozaffri +1Agricultural Image AnalysisPlant Phenotyping

    Department of Mechanical Engineering University of Windsor Windsor, ON N9B 3P4, Canada · Mohamed bin Zayed University of Artificial Intelligence Abu Dhabi, UAE

  23. Few-Shot Hyperspectral Aphid Detection via FastGAN Synthetic Data Generation, Transformer-Based Classification and Explainable AI

    Jun 19, 2026Ali SaeidanAgricultural Image AnalysisSynthetic Data Augmentation

    Lancaster Medical School, Faculty of Health and Medicine, Lancaster University, Lancaster LA1 4YG, United Kingdom

  24. Vines-DB: An RGB image dataset for multi-species ornamental vine segmentation

    Jun 16, 2026Saroj Burlakoti, Utsav Bhandari, Aaron Etienne +1Agricultural Image AnalysisPlant Phenotyping

    Utah State University · Department of Plants, Soils and Climate, Utah State University, Utah, 84322, USA · Department of Applied Sciences, Technology and Education, Utah State University, Utah, 84322, USA

  25. Quantum Enchanced Multi-Scale CNN with Bi-directional Mamba for Crop Field Analysis

    Jun 15, 2026Mohammad Salman Khan, Ehsan Atoofian, Saad B. AhmedAgricultural Image AnalysisHyperspectral Image Classification

    Department of Computer Science · Lakehead University · Thunder Bay, ON P7B5E1, Canada +1

  26. Feature extraction for plant growth estimation

    Jun 10, 2026Simbarashe Aldrin Ngorima, Albert Helberg, Marelie H. DavelAgricultural Image AnalysisImage Classification

    Faculty of Engineering, North-West University, South Africa · Centre for Artificial Intelligence Research, South Africa · National Institute for Theoretical and Computational Sciences, South Africa

  27. USU-Corn-WeedDB: A UAV RGB Image Dataset for Multi-Species Weed Detection in Forage Corn

    Jun 4, 2026Utsav Bhandari, Saroj Burlakoti, Rhonda Miller +3Agricultural Image AnalysisWeed Detection

    Department of Applied Sciences, Technology, and Education, Utah State University, Logan, UT, USA · Department of Plants, Soils & Climate, Utah State University, Logan, UT, USA · Department of Civil and Environmental Engineering, Utah State University, Logan, UT, USA

  28. What's Under the Skin? Estimating Swine Body Condition

    Jun 4, 2026Mk Bashar, Kuljit Bhatti, Gary Rohrer +3Agricultural Image Analysis

    Computer Science and Engineering, Michigan State University, East Lansing, MI, USA · Biological System Engineering, University of Nebraska-Lincoln, Lincoln, NE, USA · USDA ARS, Clay Center Nebraska, Clay Center, NE, USA +2

  29. Quantifying and Mitigating Domain Shift in Peach Leaf Damage Classification: Attention Mechanisms and Fine-Tuning Strategies

    Jun 1, 2026Adrián Cánovas-Rodriguez, Miguel A. González-Illán, Maria Fernanda García-Cruz +5Agricultural Image AnalysisFine-Tuning

    Department of Information and Communication Engineering, University of Murcia, Murcia, Spain · Department of Irrigation, Centro de Edafología y Biología Aplicada del Segura CEBAS-CSIC, Murcia, Spain

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

    May 31, 2026Abinav Kiran, Sravan Danda, Aditya Challa +2Agricultural Image AnalysisImage Corruption Robustness

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

    May 26, 2026Partho Ghose, Al Bashir, Prem Raj +1Agricultural Image AnalysisVLM Hallucination

    Department of Biological & Agricultural Engineering, Texas A&M AgriLife Research, Texas A&M University System, Dallas, TX 75252, USA.

  32. 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 +1Agricultural Image AnalysisRobotic Grasping

    Department of Mechanical Engineering Khalifa University Abu Dhabi, UAE · Department of Mechanical Engineering University of Windsor Windsor, Canada

  33. ViViD-5K: Vineyard vision dataset for field-based berry detection and segmentation and grape cluster closure estimation

    May 23, 2026Xiangzhi Tong, Chengrui Zhang, Mac Flaherty +5Agricultural Image AnalysisPlant Phenotyping

    School of Electrical and Computer Engineering, Cornell University, NY, USA. · Department of Electrical Engineering and Electronics, University of Liverpool, Liverpool, UK. · Horticulture Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, USA. +1

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

    May 21, 2026Haocheng Li, Juepeng Zheng, Zenghao Yang +5Agricultural Image AnalysisSet Prediction

    China Agricultural University · Sun Yat-sen University · National Supercomputing Center in Shenzhen +3

  35. 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 +4Agricultural Image AnalysisPlant Phenotyping

    ETH Zurich, Switzerland · Swiss Data Science Center, ETH Zurich, Switzerland

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

    May 20, 2026Enhui Yu, Junhui Li, Ruitong Lu +2Agricultural Image AnalysisEnsemble Learning

    University of Science and Technology Liaoning · Chuzhou University · Yeshiva University

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

    May 18, 2026Xinpeng Liu, Hiroaki Santo, Yosuke Toda +1Agricultural Image AnalysisGraph Structure Learning

    Graduate School of Information Science and Technology, Osaka University, Suita, Osaka, 5650871, Japan. · Phytometrics, Hamamatsu, Shizuoka, 4350036, Japan. · Institute of Transformative Bio-Molecules, Nagoya University, Nagoya, Aichi, 4648601, Japan.

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

    May 10, 2026Muhammad Arbab Arshad, Tirtho Roy, Yanben Shen +7VLM EvaluationAgricultural Image Analysis

    Iowa State University, USA · New York University, USA

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

    May 7, 2026Xueheng Li, Yu Wang, Tao Hu +6Agricultural Image AnalysisVLM Reasoning

    Institute of Intelligent Machines, Hefei Institute of Physical Science, Chinese Academy of Sciences · University of Science and Technology of China · 4Hefei University of Technology +1

  40. ReLeaf: Benchmarking Leaf Segmentation across Domains and Species

    May 5, 2026Robert Martinko, Daniel Steininger, Julia Simon +2Agricultural Image AnalysisInstance Segmentation

    1AIT Austrian Institute of Technology, Center for Vision, Automation & Control · University of Applied Sciences Technikum Wien, Computer Science & Applied Mathematics

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

    May 5, 2026Abderrahmene Boudiaf, Sajd JavedOpen-Vocabulary Object DetectionAgricultural Image Analysis

    Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates

  42. Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Individual-Level Livestock Monitoring and Longitudinal Visual Analytics

    Apr 29, 2026Haiyu Yang, Miel HostensAgricultural Image AnalysisEdge ML

    College of Agriculture and Life Sciences, Cornell University, Ithaca, NY 14853 USA

  43. Evaluation of Convolutional and Transformer-Based Detectors for Weed Detection in Tomato Plantations

    Apr 29, 2026Alcides Toledo Espinosa, Gerardo Antonio Álvarez Hernández, Ángel Eduardo Zamora-Suárez +2Agricultural Image AnalysisWeed Detection

    Instituto Politécnico Nacional · CIDETEC-IPN · Mexico City, Mexico +1

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

    Apr 28, 2026Rahul Harsha Cheppally, Sidharth Rai, Sudan Baral +2Agricultural Image AnalysisObject Detection

    Kansas State University, Manhattan, Kansas, USA

  45. 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 Image AnalysisVLM Reasoning

    Business School, Shandong University of Technology, Shandong, China · Faculty of Data Science, City University of Macau, Macau SAR, China · Guangdong Institute of Intelligent Science and Technology, Zhuhai, China +2

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

    Apr 19, 2026Xueheng Li, Tao Hu, Ke Cao +5Agricultural Image AnalysisVision-Language Models

    Institute of Intelligent Machines, Hefei Institutes of Physical Science, Chinese Academy of Sciences · University of Science and Technology of China · 3Zhongke Hefei Institute of Technology Innovation Engineering

  47. 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 +2Agricultural Image AnalysisPlant Phenotyping

    1Henan Engineering Research Center for Artificial Intelligence Theory and Algorithms, School of Mathematics and Statistics, Henan University, Kaifeng 475004, China. · 3State Key Laboratory of Cotton Biology, School of Life Sciences, Henan University, Kaifeng 475004, China. · 2International Joint Research Laboratory for Global Change Ecology, School of Life Sciences, Henan University, Kaifeng 475004, China.

  48. SWNet: A Cross-Spectral Network for Camouflaged Weed Detection

    Apr 17, 2026Henry O. Velesaca, Luigi Miranda, Angel D. SappaAgricultural Image AnalysisWeed Detection

    ESPOL Polytechnic University, Campus Gustavo Galindo, 090902, Guayaquil, Ecuador · Software Engineering Department, Research Center for Information and Communication Technologies (CITIC-UGR), University of Granada, 18071, Granada, Spain · Computer Vision Center, Universitat Aut`onoma de Barcelona, 08193-Bellaterra, Barcelona, Spain

  49. SPROUT: A Scalable Diffusion Foundation Model for Multi-Crop Plant Phenotyping

    Mar 29, 2026Shuai Xiang, James Burridge, Shouyang Liu +4Agricultural Image AnalysisPlant Phenotyping

    Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Midori-cho, Nishitokyo, Tokyo 188-0002, Japan · Engineering Research Center of Plant Phenotyping, Ministry of Education; Jiangsu Collaborative Innovation Center for Modern Crop Production; Academy for Advanced Interdisciplinary Studies, Nanjing Agricultural University, Nanjing 210095, China · National Key Laboratory of Multispectral Information Intelligent Processing Technology, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China +3

  50. Using Vision Language Foundation Models to Generate Plant Simulation Configurations via In-Context Learning

    Mar 9, 2026Heesup Yun, Isaac Kazuo Uyehara, Earl Ranario +4VLM EvaluationAgricultural Image Analysis

    University of California, Davis

  51. LeafTrackNet: A Deep Learning Framework for Robust Leaf Tracking in Top-Down Plant Phenotyping

    Dec 15, 2025Shanghua Liu, Majharulislam Babor, Christoph Verduyn +4Agricultural Image AnalysisPlant Phenotyping

    Leibniz Institute for Agricultural Engineering and Bioeconomy, Germany · BASF Belgium Coordination Center CommV, Belgium · BASF Metabolome Solutions GmbH, Germany +2

  52. DWFF-Net: A Multi-Scale Farmland System Habitat Identification Method with Adaptive Dynamic Weight Feature Fusion

    Nov 11, 2025Kesong Zheng, Zhi Song, Peizhou Li +4Agricultural Image AnalysisMulti-Scale Feature Fusion

    National Engineering Research Center of Geographic Information System, China University of Geosciences, Wuhan, China · College of Science, Shenyang Agricultural University, Liaoning, China · College of Engineering, Shenyang Agricultural University, Liaoning, China +2

  53. PlantExpertVQA: A Visual Question Answering Dataset for Benchmarking Vision-Language Models in Plant Science

    Aug 23, 2025Syed Nazmus Sakib, Nafiul Haque, Mohammad Zabed Hossain +1VLM EvaluationAgricultural Image Analysis

    Department of Robotics and Mechatronics Engineering, University of Dhaka · Department of Botany, University of Dhaka

  54. T3ST^{3}S: Think in Thermal Time for Generalizable Crop Mapping from Satellite Image Time Series

    Jun 15, 2025Mehmet Ozgur Turkoglu, Selene Ledain, Jeffrey Zweidler +2Agricultural Image AnalysisAgricultural Remote Sensing

    Earth Observation of Agroecosystems Team, Agroscope, Switzerland · ETH Zurich, Switzerland

  55. Comparing YOLOv11 and YOLOv8 for instance segmentation of occluded and non-occluded immature green fruits in complex orchard environment

    Oct 24, 2024Ranjan Sapkota, Manoj KarkeeAgricultural Image AnalysisInstance Segmentation

    Washington State University Department of Biological Systems Engineering