Latest Research in Greenhouse Technology and Climate Control

19 research papers · 2026 median publication year

Top Research Topics in Greenhouse Technology and Climate Control

Highest-Cited Papers

  1. Integration of AI-Based Weed Detection and Robotic Actuation for Site-Specific Under-Canopy Spraying in Woody Crops
  2. A Scalable Pipeline Combining Procedural 3D Graphics and Guided Diffusion for Photorealistic Synthetic Training Data Generation in White Button Mushroom Segmentation
  3. One-Time Training for All Grains: Open-Set Grain Recognition and Quantitative Analysis
  4. Fast-YOLO11n: A Lightweight and Efficient Apple Detection Model for Complex Orchard Environments
  5. Maturity Grading of Cashew Apple Fruit Using Deep CNN Models
  6. FruitDet: A Multi-Module Lightweight Detector for Young Apple Fruits Under Day–Night Orchard Conditions
  7. TMAF-YOLO: A Lightweight Model for In Situ Detection of Tomato Maturity and Defective Fruits in Greenhouses
  8. A Lightweight Deep Learning Framework for Real-Time Brinjal Detection Under Field Conditions
  9. From 2D image synthesis to 3D scene generation: a comprehensive review of synthetic data for agricultural vision
  10. UAV-Based Agricultural Canopy Segmentation from OBIA to Foundation Models: A Systematic Review of Methodological Evolution, Operational Trade-Offs, and Future Directions
  11. Development of a Vision-Based Growth-Stage Determination and PLC-Based Fertigation Parameter Invocation System for Greenhouse Blueberry
  12. F3M-Det: A Frequency-Guided Three-Modal Framework for Robust Tomato Detection in Complex Agricultural Environments
  13. YieldNet: A Lightweight YOLOv8n Enhancement for Immature Green Tomato Detection in UAV Images: Real-Time Edge Demonstration Toward Pre-Harvest Yield Estimation
  14. Cherry Fruit-Thinning Decision Support via Visual Phenotypic Analysis of Ripeness and Fruiting-Branch Spatial Compactness
  15. Unified Multi-Level Grape Counting Framework with Low Annotation Cost for Natural Orchard Scenes
  16. Image-based trait extraction of Chenopodium quinoa grown under salinity and drought stress
  17. Oil Palm Fruit Maturity Classification Algorithm Based on LAB Dual-Branch Feature Fusion
  18. A Short-Term Yield Prediction Method for Greenhouse Strawberries Integrating Visual Phenology and Meteorological Sequences
  19. Cotton-SF YOLO: Learning Structural and Frequency Cues for Early Cotton Square Detection in Complex Field Environments
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2026 AUG Q2

Greenhouse Technology and Climate Control

19 papers

Top Topics (5)

Smart Agriculture and AI14
Computer Vision and Pattern Recognition2
Remote Sensing in Agriculture1
Greenhouse Technology and Climate Control1
Leaf Properties and Growth Measurement1

Top Publications (19)

1.Integration of AI-Based Weed Detection and Robotic Actuation for Site-Specific Under-Canopy Spraying in Woody Crops2.A Scalable Pipeline Combining Procedural 3D Graphics and Guided Diffusion for Photorealistic Synthetic Training Data Generation in White Button Mushroom Segmentation3.One-Time Training for All Grains: Open-Set Grain Recognition and Quantitative Analysis4.Fast-YOLO11n: A Lightweight and Efficient Apple Detection Model for Complex Orchard Environments5.Maturity Grading of Cashew Apple Fruit Using Deep CNN Models6.FruitDet: A Multi-Module Lightweight Detector for Young Apple Fruits Under Day–Night Orchard Conditions7.TMAF-YOLO: A Lightweight Model for In Situ Detection of Tomato Maturity and Defective Fruits in Greenhouses8.A Lightweight Deep Learning Framework for Real-Time Brinjal Detection Under Field Conditions9.From 2D image synthesis to 3D scene generation: a comprehensive review of synthetic data for agricultural vision10.UAV-Based Agricultural Canopy Segmentation from OBIA to Foundation Models: A Systematic Review of Methodological Evolution, Operational Trade-Offs, and Future Directions11.Development of a Vision-Based Growth-Stage Determination and PLC-Based Fertigation Parameter Invocation System for Greenhouse Blueberry12.F3M-Det: A Frequency-Guided Three-Modal Framework for Robust Tomato Detection in Complex Agricultural Environments13.YieldNet: A Lightweight YOLOv8n Enhancement for Immature Green Tomato Detection in UAV Images: Real-Time Edge Demonstration Toward Pre-Harvest Yield Estimation14.Cherry Fruit-Thinning Decision Support via Visual Phenotypic Analysis of Ripeness and Fruiting-Branch Spatial Compactness15.Unified Multi-Level Grape Counting Framework with Low Annotation Cost for Natural Orchard Scenes16.Image-based trait extraction of <i>Chenopodium quinoa</i> grown under salinity and drought stress17.Oil Palm Fruit Maturity Classification Algorithm Based on LAB Dual-Branch Feature Fusion18.A Short-Term Yield Prediction Method for Greenhouse Strawberries Integrating Visual Phenology and Meteorological Sequences19.Cotton-SF YOLO: Learning Structural and Frequency Cues for Early Cotton Square Detection in Complex Field Environments
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