Latest Research in Smart Agriculture and AI

21 research papers · 2026 median publication year

Top Research Topics in Smart Agriculture and AI

Highest-Cited Papers

  1. UAV-based YOLOv11 system for automated detection and counting of male hemp plants bearing staminate flowers
  2. Deep learning-based classification of wet direct seeded rice, broadcasted direct seeded rice and transplanted rice using drone imagery for precision agriculture
  3. RQ-PointNeXt: An End-to-End 3D Point Cloud Instance Segmentation Method for Field Cotton Boll Phenotyping
  4. EgoMaize: A First-Person Maize Instance Segmentation Benchmark under Severe Field Occlusion
  5. Lightweight Detection of Blueberries at Different Maturity Stages in Complex Orchard Environments
  6. Hybrid Multi-View Embedded Vision for Functional Quality Assessment of Cut Roses Using a Raspberry Pi
  7. Zero-Shot 3D Plant Organ Segmentation with SAM3 and Semantic NeRFs
  8. A Two-Stage Weed Stem Localization Method Based on Crop Region Exclusion in Maize Seedling Fields
  9. WLP-YOLO: Edge-efficient UAV-based walnut detection for orchard monitoring via lightweight YOLOv8 and structured pruning
  10. Potato Planting Quality Detection and Reseeding System Based on Lightweight Detection and Multi-Frame Decision Making
  11. A dynamic multi-scale feature fusion and hierarchical attention network for leaf segmentation
  12. DropClick: Semi-Automated One-Click Segmentation for Agricultural Robotic Data
  13. RDA-YOLOv8n: A Directionally Refined and Structurally Optimized Approach for Tomato Maturity Detection
  14. DualSlim-YOLO: A Lightweight Detection Model Based on Unmanned Aerial Vehicle Imagery for Cauliflower Seedling Identification and Growth Assessment
  15. AGRICAM: A Track-Mounted Crop Pollination Monitoring Robot
  16. Advances in Intelligent Detection Technologies for Litchi Diseases and Pests: From Fruit-Level Sensing to Orchard-Scale Monitoring
  17. Towards Intelligent: A Robust Attention-Enhanced YOLO Framework for Oudemansiella raphanipes Detection in Factory Cultivation Systems
  18. Segmentation of Mandarin Oranges With Deep Learning for Postharvest Quality Analysis
  19. CMAE-Unet: A Study on a U-Net-Based Model for Semantic Segmentation of Unripe Tomato Images
  20. The Lettuce Nutritional Diagnosis Model of ResNet Improved by Integrating the MSA Mechanism
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L3 Region - - 2026 Sep Q3

Smart Agriculture and AI

21 papers

Top Topics (5)

Smart Agriculture and AI12
Computer Vision and Pattern Recognition5
Remote Sensing in Agriculture2
Plant Surface Properties and Treatments1
Cell Image Analysis Techniques1

Top Publications (20)

1.UAV-based YOLOv11 system for automated detection and counting of male hemp plants bearing staminate flowers2.Deep learning-based classification of wet direct seeded rice, broadcasted direct seeded rice and transplanted rice using drone imagery for precision agriculture3.RQ-PointNeXt: An End-to-End 3D Point Cloud Instance Segmentation Method for Field Cotton Boll Phenotyping4.EgoMaize: A First-Person Maize Instance Segmentation Benchmark under Severe Field Occlusion5.Lightweight Detection of Blueberries at Different Maturity Stages in Complex Orchard Environments6.Hybrid Multi-View Embedded Vision for Functional Quality Assessment of Cut Roses Using a Raspberry Pi7.Zero-Shot 3D Plant Organ Segmentation with SAM3 and Semantic NeRFs8.A Two-Stage Weed Stem Localization Method Based on Crop Region Exclusion in Maize Seedling Fields9.WLP-YOLO: Edge-efficient UAV-based walnut detection for orchard monitoring via lightweight YOLOv8 and structured pruning10.Potato Planting Quality Detection and Reseeding System Based on Lightweight Detection and Multi-Frame Decision Making11.A dynamic multi-scale feature fusion and hierarchical attention network for leaf segmentation12.DropClick: Semi-Automated One-Click Segmentation for Agricultural Robotic Data13.RDA-YOLOv8n: A Directionally Refined and Structurally Optimized Approach for Tomato Maturity Detection14.DualSlim-YOLO: A Lightweight Detection Model Based on Unmanned Aerial Vehicle Imagery for Cauliflower Seedling Identification and Growth Assessment15.AGRICAM: A Track-Mounted Crop Pollination Monitoring Robot16.Advances in Intelligent Detection Technologies for Litchi Diseases and Pests: From Fruit-Level Sensing to Orchard-Scale Monitoring17.Towards Intelligent: A Robust Attention-Enhanced YOLO Framework for Oudemansiella raphanipes Detection in Factory Cultivation Systems18.Segmentation of Mandarin Oranges With Deep Learning for Postharvest Quality Analysis19.CMAE-Unet: A Study on a U-Net-Based Model for Semantic Segmentation of Unripe Tomato Images20.The Lettuce Nutritional Diagnosis Model of ResNet Improved by Integrating the MSA Mechanism
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