Latest Research in Agricultural Phenotyping Intelligence

128 research papers · 2026 median publication year

Top Research Topics in Agricultural Phenotyping Intelligence

Highest-Cited Papers

  1. SPROUT: A Scalable Diffusion Foundation Model for Agricultural Vision
  2. YieldNet: A Lightweight YOLOv8n Enhancement for Immature Green Tomato Detection in UAV Images: Real-Time Edge Demonstration Toward Pre-Harvest Yield Estimation
  3. Development and Evaluation of a Low‐Cost, Semi‐Automated Camera Trap for Surveying Bumble Bee Communities
  4. Nondestructive Detection of Hazelnut Defects Using X-ray Imaging and Deep Learning-Based Segmentation
  5. Cherry Fruit-Thinning Decision Support via Visual Phenotypic Analysis of Ripeness and Fruiting-Branch Spatial Compactness
  6. A Method for Locating Growth Points of Cucurbitaceae Plug Seedlings Based on Structured Light Vision
  7. Comparing deep learning models for butterfly and moth (Lepidoptera) species identification
  8. A Deep Learning-Driven Computer Vision and Web-Based Monitoring System for Automated Nutrient Management in Soilless Agriculture
  9. Unified Multi-Level Grape Counting Framework with Low Annotation Cost for Natural Orchard Scenes
  10. Lightweight Image Classification of Raptor Species for Edge Devices: Rare-Species Dataset Expansion via Video Frame Extraction, Knowledge Distillation, and TensorRT Deployment
  11. WaspMOT: A Benchmark for Long-Term Multi-Object Tracking of Trichogramma Wasps
  12. A Computer Vision and Supervised Learning System for the Automatic Sorting of Persian Lime According to NMX-FF-077
  13. Interpreting deep learning models for explainable animal detection using Grad-Cam with RetinaNet, SSD and YOLOv8
  14. TreeAdapter: Hierarchical Taxonomy-Guided Adapter Composition for Fine-Grained Species Image Generation
  15. A Machine Vision-Based Intelligent Identification System for Quality Grading of Saw-Ginned Cotton
  16. Perturbation-Aware Diffusion-Guided Hybrid Segmentation for Robust and Annotation-Efficient Plant Stress Phenotyping
  17. Phenology-based learning framework for yield estimation and harvest forecasting of raspberry fruits
  18. Non-Destructive Evaluation of In Vitro Blackberry Shoot Architecture Under Different Sucrose Levels Through Smartphone-Derived 3D Reconstruction
  19. Fine-grained avian wildlife species classification: a comparative study of MambaVision, vision transformers, and CNN architectures
  20. Mangosteen grading using image regression under multiple views

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2026 JUL Q4

Agricultural Phenotyping Intelligence

128 papers

Top Topics (10)

Smart Agriculture and AI58
Computer Vision and Pattern Recognition25
Advanced Neural Network Applications6
Robotics4
Insect and Pesticide Research3
Remote Sensing and LiDAR Applications3
Remote Sensing in Agriculture3
Spectroscopy and Chemometric Analyses2
Industrial Vision Systems and Defect Detection2
Species Distribution and Climate Change2

Top Publications (20)

1.SPROUT: A Scalable Diffusion Foundation Model for Agricultural Vision2.YieldNet: A Lightweight YOLOv8n Enhancement for Immature Green Tomato Detection in UAV Images: Real-Time Edge Demonstration Toward Pre-Harvest Yield Estimation3.Development and Evaluation of a Low‐Cost, Semi‐Automated Camera Trap for Surveying Bumble Bee Communities4.Nondestructive Detection of Hazelnut Defects Using X-ray Imaging and Deep Learning-Based Segmentation5.Cherry Fruit-Thinning Decision Support via Visual Phenotypic Analysis of Ripeness and Fruiting-Branch Spatial Compactness6.A Method for Locating Growth Points of Cucurbitaceae Plug Seedlings Based on Structured Light Vision7.Comparing deep learning models for butterfly and moth (Lepidoptera) species identification8.A Deep Learning-Driven Computer Vision and Web-Based Monitoring System for Automated Nutrient Management in Soilless Agriculture9.Unified Multi-Level Grape Counting Framework with Low Annotation Cost for Natural Orchard Scenes10.Lightweight Image Classification of Raptor Species for Edge Devices: Rare-Species Dataset Expansion via Video Frame Extraction, Knowledge Distillation, and TensorRT Deployment11.WaspMOT: A Benchmark for Long-Term Multi-Object Tracking of Trichogramma Wasps12.A Computer Vision and Supervised Learning System for the Automatic Sorting of Persian Lime According to NMX-FF-07713.Interpreting deep learning models for explainable animal detection using Grad-Cam with RetinaNet, SSD and YOLOv814.TreeAdapter: Hierarchical Taxonomy-Guided Adapter Composition for Fine-Grained Species Image Generation15.A Machine Vision-Based Intelligent Identification System for Quality Grading of Saw-Ginned Cotton16.Perturbation-Aware Diffusion-Guided Hybrid Segmentation for Robust and Annotation-Efficient Plant Stress Phenotyping17.Phenology-based learning framework for yield estimation and harvest forecasting of raspberry fruits18.Non-Destructive Evaluation of In Vitro Blackberry Shoot Architecture Under Different Sucrose Levels Through Smartphone-Derived 3D Reconstruction19.Fine-grained avian wildlife species classification: a comparative study of MambaVision, vision transformers, and CNN architectures20.Mangosteen grading using image regression under multiple views

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