Latest Research in Pest Management Intelligence

30 research papers · 2026 median publication year

Top Research Topics in Pest Management Intelligence

Highest-Cited Papers

  1. AshGdNutDefAM: Machine-learning-based multi-feature framework for nutrient deficiency detection and classification in Ash gourd Plant
  2. An RT-DETR-Based Strawberry Disease Detection Method via Multi-Domain Collaborative Optimization
  3. CDMS-YOLO: An Enhanced YOLOv11 Model with Gated Channel Attention and Dynamic Multiscale Optimization for Coffee Leaf Disease and Pest Detection
  4. WSD-YOLO: A lightweight YOLO-based model with enhanced feature representation for maize pest detection
  5. Lightweight YOLOv8s-BD for small and dense agricultural pest detection using dynamic upsampling and bidirectional feature fusion
  6. Low-Data Metric-Learning Phenomic Framework for Interpretable Cultivar Identification and Similarity Analysis in Panax ginseng
  7. Applying convolutional neural networks to X-ray images to improve postharvest detection of fruit fly infestation
  8. A Multimodal Deep Learning Framework for Groundnut Defect Detection and Classification Using GAN-Augmented U-Net R Segmentation and Vision Transformer
  9. CQ-RT-DETR: Lightweight Cotton-Field Weed Detection with Query Competition Calibration
  10. Precision in Rice Variety Classification using Stacking-Based Ensemble Learning
  11. Meta-Learning for Data-Efficient Plant Growth Estimation via Vision Transformers and Fuzzy Clustering
  12. Development of an intelligent pest diagnosis and control system for precision agriculture using image recognition and unmanned aerial vehicles
  13. Fine-Grained Sex Classification of Chilo suppressalis Based on Edge-Cloud Collaboration System
  14. A hybrid deep learning framework for acoustic pest detection
  15. Tea pests and diseases detection method based on multi scale dynamic routing network
  16. YOLOv11n-SWAQ: A Lightweight Adaptive Compression Method for Agricultural Images
  17. Research on Thrips Object Detection and Counting Algorithms in Leaf Backgrounds
  18. ReSynDet: A Generate–Assess–Train Framework for Reliable Use of Synthetic Images in Data-Scarce Brassica chinensis Object Detection
  19. From Visual Words to Vision Transformers: Dual Approaches to Water Stress Classification in Maize
  20. MOIR-Net: A Lightweight Crop Disease and Pest Recognition Network Based onMulti-Scale Reparameterization and Energy Attention

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L2 Region - - 2026 Sep Q3

Pest Management Intelligence

30 papers

Top Topics (8)

Smart Agriculture and AI21
Computer Vision and Pattern Recognition3
Ginseng Biological Effects and Applications1
Insect behavior and control techniques1
Plant Disease Management Techniques1
Insect-Plant Interactions and Control1
Advanced Neural Network Applications1
Remote Sensing in Agriculture1

Top Publications (20)

1.AshGdNutDefAM: Machine-learning-based multi-feature framework for nutrient deficiency detection and classification in Ash gourd Plant2.An RT-DETR-Based Strawberry Disease Detection Method via Multi-Domain Collaborative Optimization3.CDMS-YOLO: An Enhanced YOLOv11 Model with Gated Channel Attention and Dynamic Multiscale Optimization for Coffee Leaf Disease and Pest Detection4.WSD-YOLO: A lightweight YOLO-based model with enhanced feature representation for maize pest detection5.Lightweight YOLOv8s-BD for small and dense agricultural pest detection using dynamic upsampling and bidirectional feature fusion6.Low-Data Metric-Learning Phenomic Framework for Interpretable Cultivar Identification and Similarity Analysis in Panax ginseng7.Applying convolutional neural networks to X-ray images to improve postharvest detection of fruit fly infestation8.A Multimodal Deep Learning Framework for Groundnut Defect Detection and Classification Using GAN-Augmented U-Net R Segmentation and Vision Transformer9.CQ-RT-DETR: Lightweight Cotton-Field Weed Detection with Query Competition Calibration10.Precision in Rice Variety Classification using Stacking-Based Ensemble Learning11.Meta-Learning for Data-Efficient Plant Growth Estimation via Vision Transformers and Fuzzy Clustering12.Development of an intelligent pest diagnosis and control system for precision agriculture using image recognition and unmanned aerial vehicles13.Fine-Grained Sex Classification of Chilo suppressalis Based on Edge-Cloud Collaboration System14.A hybrid deep learning framework for acoustic pest detection15.Tea pests and diseases detection method based on multi scale dynamic routing network16.YOLOv11n-SWAQ: A Lightweight Adaptive Compression Method for Agricultural Images17.Research on Thrips Object Detection and Counting Algorithms in Leaf Backgrounds18.ReSynDet: A Generate–Assess–Train Framework for Reliable Use of Synthetic Images in Data-Scarce Brassica chinensis Object Detection19.From Visual Words to Vision Transformers: Dual Approaches to Water Stress Classification in Maize20.MOIR-Net: A Lightweight Crop Disease and Pest Recognition Network Based onMulti-Scale Reparameterization and Energy Attention

Sub-Regions (6)

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