Plant Phenotyping

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7 papers in the last four weeks, up 17% on the four weeks before. 0.1% of all new papers.

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  1. FrontVeg V2: A Training-Free Software Framework for Foreground-Aware Zero-Shot Plant Trait Segmentation in High-Resolution Images of Trellised Crops

    Oct 5, 2026Abdoul Djalil Ousseini Hamza, Herearii Metuarea, Corentin Lothod{é} +6Image SegmentationPlant Phenotyping

    IRHS-IMHORPHEN,DPT SPE · GAFL · SVQV,BAP +2

  2. Recent Advances in Agentic Agri-Robotic Phenotyping: A Perspective Review from Fragmented Multimodal Sensing to Unified PhenoAgent Intelligence

    Sep 28, 2026Muhammad Owais, Ehtesham Iqbal, Samee Ullah Khan +3Plant PhenotypingAgricultural Robotics

    Khalifa University Center for Autonomous Robotic Systems (KU-CARS), Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates. · Advanced Research and Innovation Center (ARIC), Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates. · Department of Computer Science and Engineering, Chung-Ang University, Seoul, South Korea. +1

  3. AgriCountDINO: Parameter-Efficient Exemplar-Guided Counting and Localization in Agriculture

    Sep 24, 2026Shengjie Guo, Xin Li, Borjana Arsova +2Plant PhenotypingObject Counting

    Department of Agricultural and Food Sciences, University of Bologna, Bologna, Italy · Institute of Bio- and Geosciences, Plant Sciences, Forschungszentrum Jülich, Jülich, Germany · Department of Architecture, Built Environment and Construction Engineering, Politecnico di Milano, Milan, Italy +1

  4. RootQuantV2: Adapting a Vision Foundation Model for Root-Trait Regression from Minirhizotron Imagery

    Sep 22, 2026Kinjalk Parth, Sebastian Varela, Andrew D. B. LeakeyPlant PhenotypingVision Foundation Model Adaptation

    Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA · Center for Advanced Bioenergy and Bioproducts Innovation, Urbana, IL 61801, USA

  5. MCLC-NET: Multimodal Continual Learning for Leaf Counting

    Sep 16, 2026Ruchi Bhatt, Pratibha Kumari, Shreya Bansal +3Plant PhenotypingObject Counting

    Department of Computer Science & Engineering, Indian Institute of Technology Ropar, Punjab, India · Department of Informatics and Data Science, University of Regensburg, Regensburg, Germany · Department of Computer Science, Khalifa University, UAE

  6. Evaluating Mesh Reconstruction Methods for Crop Phenotyping

    Sep 15, 2026Karanvir Singh, Theo Morales, Binh-Son Hua +13D Gaussian SplattingPlant Phenotyping

    Indian Institute of Technology Ropar, Rupnagar 140001, Punjab, India · Trinity College Dublin, The University of Dublin, College Green D02 PN40, Dublin 2, Ireland

  7. EgoMaize: A First-Person Maize Instance Segmentation Benchmark under Severe Field Occlusion

    Sep 14, 2026Jiayi Li, Zihan Zhang, Erhankang Yan +4Plant PhenotypingInstance Segmentation

    College of Computer Science Beijing University of Technology Beijing, China · School of Mathematics, Statistics and Mechanics Beijing University of Technology Beijing, China

  8. Meta-Learning for Data-Efficient Plant Growth Estimation via Vision Transformers and Fuzzy Clustering

    Sep 9, 2026Sheikh Hasan Elahi, Rusith Chamara Hathurusinghe Dewage, Habib Ullah +3Plant PhenotypingMeta-Learning

    Department of Data Science, Norwegian University of Life Sciences (NMBU), Norway · Photosynthetic AS, Hegdehaugsveien 24, 0352 Oslo, Norway · Department of Mechanical Engineering and Technology Management, Norwegian University of Life Sciences (NMBU), Norway

  9. PlantC2USeg: Cross-Scale Consistent Pre-Training for Few-Shot Unified Plant Point Cloud Segmentation

    Sep 2, 2026Yu Tian, Xintong Jiang, Jan Franklin Adamowski +23D Point Cloud SegmentationTransfer Learning

    McGill University, 21111 Lakeshore Road, Sainte-Anne-de-Bellevue, H9X 3V9, Quebec, Canada

  10. Automated Maize Ear Phenotyping Using 3D Reconstructions

    Sep 1, 2026Ritwesh A. Kumar, Som Tripathi, Peja Matthews +5Plant Phenotyping

    Department of Electrical and Computer Engineering, Iowa State University, Ames, IA 50011, USA · Translational AI Research and Education Center, Iowa State University, Ames, IA 50011, USA · Department of Mathematics and Computer Science, Fayetteville State University, Fayetteville, NC 28301, USA +3

  11. AI-enabled Low-Cost 3D Maize Ear Morphometry Platform at Breeding Scale

    Aug 31, 2026Therin Young, Elijah Rodriguez, Lisa Coffey +4Plant Phenotyping3D Reconstruction

  12. A Lightweight Phenology-Aware YOLOv5 Framework for Tomato Growth Stage Detection in Resource-Constrained Bhutanese Greenhouse Environments

    Aug 30, 2026Sherab Gocha, Sou NobukawaPlant PhenotypingObject Detection

    Graduate School of Information and Computer Science · Chiba Institute of Technology · Chiba, Japan +1

  13. Structure-aware Riemannian Growth Fields for 4D Plant Modeling

    Aug 13, 2026Meng-Yu Jennifer Kuo, Ryo KawaharaPlant Phenotyping4D Reconstruction

    Nara Women’s University, Japan · Kyoto University, Japan

  14. One-Time Training for All Grains: Open-Set Grain Recognition and Quantitative Analysis

    Aug 10, 2026Qihe Su, Mengyu Sun, Yuxi Ke +4Plant PhenotypingObject Counting

    National Key Laboratory of Crop Genetic Improvement, National Center of Plant Gene Research, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, 430070, China · College of Engineering, Huazhong Agricultural University, Wuhan, 430070, China · Engineering Research Center of Intelligent Technology for Agriculture, Ministry of Education +1

  15. Multimodal Plant Root Phenotyping with Integration of 3D Skeleton Extraction and Language Analysis

    Aug 4, 2026Jiakai Lin, Zijun Li, Guoyu LuPlant PhenotypingPoint Cloud Understanding

    Intelligent Vision and Sensing (IVS) Lab at Indiana University Bloomington

  16. Can Synthetic Data Overcome the Generalization Limits of AI-Based Flower and Pod Detection Across Cowpea Breeding Genotypes and Environments?

    Jul 30, 2026Hamid Kamangir, Jonathan Berlingeri, Earl Ranario +6Synthetic-to-Real Domain AdaptationSynthetic Data Augmentation

    Department of Biological and Agricultural Engineering, University of California Davis, Davis, CA, USA. · Department of Plant Science, University of California Davis, Davis, CA, USA.

  17. Perturbation-Aware Diffusion-Guided Hybrid Segmentation for Robust and Annotation-Efficient Plant Stress Phenotyping

    Jul 26, 2026Gurbhit Chaurakoti, Soumyashree KarImage SegmentationPlant Phenotyping

    Department of Electrical Engineering, National Institute of Technology Delhi, New Delhi, 110036, India · Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Powai, Mumbai, 400076, India

  18. An Integrated Deep Learning and Statistical Framework for Whole-Network Gene--Environment Association with Leaf Vascular Architecture

    Jul 23, 2026Geran Zhao, Yangsheng Wang, Xiaotian Dai +1Plant Phenotyping

    Department of Mathematics and Statistics, Binghamton University, Binghamton, New York 13902, USA · Department of Mathematics, Illinois State University, Normal, Illinois 61790, USA

  19. Forecasting the Number of Harvest-ready Fruits of Sweet Peppers Using Multimodal Time-Series Data

    Jul 22, 2026Enrico Pallotta, Mohamed Farag, Esra Guclu +3Multivariate Time Series ForecastingPlant Phenotyping

    University of Bonn, Bonn, Germany · Lamarr Institute for Machine Learning and Artificial Intelligence, Bonn, Germany · CSIRO, Pullenvale, Australia

  20. Text-conditioned Segmentation for Tomato Phenotyping via Procedural Synthetic Data

    Jul 20, 2026Samy Mounir, Mikolaj Cieslak, Najmeddine Dhieb +8Synthetic-to-Real Domain AdaptationPlant Phenotyping

    Computer, Electrical and Mathematical Sciences and Engineering Division, KAUST, KSA · Department of Computer Science, University of Calgary, Canada · Department of Computer Science, Kiel University, Germany +2

  21. 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

  22. PhenoEmbed: Self-Supervised Multispectral UAV Time-Series Embeddings for Individual Tree Crown Phenology

    Jul 11, 2026Taimur KhanPlant PhenotypingSelf-Supervised Time Series Representation Learning

    Helmholtz Centre for Environmental Research - UFZ, Community Ecology, Theodor-Lieser-Str. 4, 06120 Halle, Germany

  23. The Effects of Synthetic Data and Label Distribution on Canola Branch Counting

    Jul 10, 2026Amirsalar Darvishpour, Mikolaj Cieslak, Adam RunionsSynthetic Data AugmentationPlant Phenotyping

    Department of Computer Science, University of Calgary

  24. 3D Reconstruction of deciduous Trees using low-cost UAV- and Crane-based Photogrammetry for Monitoring Shoot Elongation across entire Canopies

    Jul 8, 2026Stephan Nebiker, Micha Tschanz, Nando Amport +1Plant Phenotyping3D Reconstruction

    Institute of Geomatics, FHNW University of Applied Sciences and Arts Northwestern Switzerland, 4132 Muttenz, Switzerland · Physiological Plant Ecology group, University of Basel, 4056 Basel

  25. GrowFields: Compositional 4D Neural Fields for Topology-Changing Plant Growth

    Jul 3, 2026Joaquin Gajardo, Michele Volpi, Marko Mihajlovic +3Plant Phenotyping4D Reconstruction

    ETH Zürich, Switzerland · Swiss Data Science Center, Switzerland · Martin-Luther-Universität Halle-Wittenberg, Germany

  26. PhenoNEST: A Neuro-Symbolic Framework for Ontology-Aware Multimodal Plant Phenotyping and Trait Discovery

    Jul 3, 2026Jayant Ghadge, Soumyashree Kar, Surya S. DurbhaMultimodal GroundingKG Construction

    Centre of Studies in Resources Engineering (CSRE) Indian Institute of Technology Bombay Mumbai, India

  27. The Turning Point of 3D Plant Phenotyping: 3D Foundation Models Enable Minute-to-Second Cross-Crop Reconstruction and Beyond

    Jul 2, 2026Hanyue Jia, Wei Zhou, Wenbo Zhou +33D Foundation ModelsPlant Phenotyping

    Northwest A&F University, Yangling, 712100, China · Huazhong University of Science and Technology, Wuhan, 430074, China · Wuhan Institute of Technology, Wuhan, 430205, China

  28. An Agentic AI Framework to Accelerate Scientific Discovery in Plant Phenotyping

    Jun 30, 2026Renan Souza, Daniel Rosendo, Kelsey Carter +6Plant PhenotypingLLM Agent Orchestration

    Oak Ridge National Laboratory, Oak Ridge, TN, USA

  29. 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

  30. 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