Latest Research in Smart Agriculture and AI

71 research papers · 2026 median publication year

Top Research Topics in Smart Agriculture and AI

Highest-Cited Papers

  1. YieldNet: A Lightweight YOLOv8n Enhancement for Immature Green Tomato Detection in UAV Images: Real-Time Edge Demonstration Toward Pre-Harvest Yield Estimation
  2. Development and Evaluation of a Low‐Cost, Semi‐Automated Camera Trap for Surveying Bumble Bee Communities
  3. Nondestructive Detection of Hazelnut Defects Using X-ray Imaging and Deep Learning-Based Segmentation
  4. Cherry Fruit-Thinning Decision Support via Visual Phenotypic Analysis of Ripeness and Fruiting-Branch Spatial Compactness
  5. A Method for Locating Growth Points of Cucurbitaceae Plug Seedlings Based on Structured Light Vision
  6. Comparing deep learning models for butterfly and moth (Lepidoptera) species identification
  7. Unified Multi-Level Grape Counting Framework with Low Annotation Cost for Natural Orchard Scenes
  8. A Computer Vision and Supervised Learning System for the Automatic Sorting of Persian Lime According to NMX-FF-077
  9. TreeAdapter: Hierarchical Taxonomy-Guided Adapter Composition for Fine-Grained Species Image Generation
  10. A Machine Vision-Based Intelligent Identification System for Quality Grading of Saw-Ginned Cotton
  11. Phenology-based learning framework for yield estimation and harvest forecasting of raspberry fruits
  12. Non-Destructive Evaluation of In Vitro Blackberry Shoot Architecture Under Different Sucrose Levels Through Smartphone-Derived 3D Reconstruction
  13. Mangosteen grading using image regression under multiple views
  14. Small-Pollinator Detection in Cluttered Field Video
  15. Garryanalyzer: A morphometric workflow and open‐source ImageJ plug‐in for quantitative morphological analysis of Pacific Northwest Quercus leaves
  16. Image-based trait extraction of Chenopodium quinoa grown under salinity and drought stress
  17. Combining and Processing Airborne Laser Scanning and Crowdsourced Terrestrial Images for Bilberry High-Yield Maps
  18. V2F: Vision-Informed Grasp Force Prediction for Damage-Aware Robotic Handling of Date Fruits
  19. Geographic Classification of Social Bees Using Automated Wing Pattern Analysis
  20. Oil Palm Fruit Maturity Classification Algorithm Based on LAB Dual-Branch Feature Fusion
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2026 JUL Q4

Smart Agriculture and AI

71 papers

Top Topics (10)

Smart Agriculture and AI33
Computer Vision and Pattern Recognition10
Robotics4
Remote Sensing and LiDAR Applications3
Insect and Pesticide Research2
Industrial Vision Systems and Defect Detection2
Remote Sensing in Agriculture2
Spectroscopy and Chemometric Analyses1
Greenhouse Technology and Climate Control1
Lepidoptera: Biology and Taxonomy1

Top Publications (20)

1.YieldNet: A Lightweight YOLOv8n Enhancement for Immature Green Tomato Detection in UAV Images: Real-Time Edge Demonstration Toward Pre-Harvest Yield Estimation2.Development and Evaluation of a Low‐Cost, Semi‐Automated Camera Trap for Surveying Bumble Bee Communities3.Nondestructive Detection of Hazelnut Defects Using X-ray Imaging and Deep Learning-Based Segmentation4.Cherry Fruit-Thinning Decision Support via Visual Phenotypic Analysis of Ripeness and Fruiting-Branch Spatial Compactness5.A Method for Locating Growth Points of Cucurbitaceae Plug Seedlings Based on Structured Light Vision6.Comparing deep learning models for butterfly and moth (Lepidoptera) species identification7.Unified Multi-Level Grape Counting Framework with Low Annotation Cost for Natural Orchard Scenes8.A Computer Vision and Supervised Learning System for the Automatic Sorting of Persian Lime According to NMX-FF-0779.TreeAdapter: Hierarchical Taxonomy-Guided Adapter Composition for Fine-Grained Species Image Generation10.A Machine Vision-Based Intelligent Identification System for Quality Grading of Saw-Ginned Cotton11.Phenology-based learning framework for yield estimation and harvest forecasting of raspberry fruits12.Non-Destructive Evaluation of In Vitro Blackberry Shoot Architecture Under Different Sucrose Levels Through Smartphone-Derived 3D Reconstruction13.Mangosteen grading using image regression under multiple views14.Small-Pollinator Detection in Cluttered Field Video15.Garryanalyzer: A morphometric workflow and open‐source ImageJ plug‐in for quantitative morphological analysis of Pacific Northwest <i>Quercus</i> leaves16.Image-based trait extraction of <i>Chenopodium quinoa</i> grown under salinity and drought stress17.Combining and Processing Airborne Laser Scanning and Crowdsourced Terrestrial Images for Bilberry High-Yield Maps18.V2F: Vision-Informed Grasp Force Prediction for Damage-Aware Robotic Handling of Date Fruits19.Geographic Classification of Social Bees Using Automated Wing Pattern Analysis20.Oil Palm Fruit Maturity Classification Algorithm Based on LAB Dual-Branch Feature Fusion
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