Agricultural Image Analysis

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

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  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