Latest Research in Agricultural Computer Vision

Top Research Topics in Agricultural Computer Vision

• Smart Agriculture and AI — 146 papers
• Computer Vision and Pattern Recognition — 25 papers
• Remote Sensing in Agriculture — 6 papers
• Remote Sensing and LiDAR Applications — 3 papers
• Banana Cultivation and Research — 3 papers
• Robotics — 3 papers
• Plant Surface Properties and Treatments — 2 papers
• Spectroscopy and Chemometric Analyses — 2 papers
• Allergic Rhinitis and Sensitization — 2 papers
• Leaf Properties and Growth Measurement — 2 papers

Highest-Cited Papers

1. Vision Meets Language: A RAG-Augmented YOLOv8 Framework for Coffee Disease Diagnosis and Farmer Assistance (1 citations)
2. CLH-DETR: An Enhanced and Lightweight RT-DETR for Mulberry Disease Detection in Natural Orchard Environments
3. A Novel Fast Detection and Localization Method for the ‘Sucui No.1 Pear’ Based on YOLOv11-Pear
4. UAV-Based Multi-Label Weed Detection for Site-Specific Weed Management Using a Multi-Scale Convolutional Attention Network
5. Few-Shot Ordinal Learning for Day-Wise Freshness Estimation with Hyperspectral Fish Images
6. Automated binary classification of hazelnut X-ray images: A deep-learning benchmark for quality assessment
7. BoltNet: An Ultra-Lightweight Convolutional Network for On-Device Plant Species Identification
8. AI-Based Cassava Leaf Disease Detection to Support Smallholder Farmers in Ghana
9. An attention-enhanced MobileNetV2 with squeeze-and-excitation architecture for efficient potato leaf disease detection and classification
10. Multimodal multitask deep learning for chili pepper disease diagnosis and severity estimation using images and agrometeorological data
11. Comparative Performance Analysis of YOLOv10 and YOLOv11 for Automated Mulberry Leaf Nutrient Deficiency Detection
12. PineSegNet: A Deep Learning Method for Fine-Grained Wood-Leaf Segmentation of Masson Pine Point Clouds
13. Integration of AI-Based Weed Detection and Robotic Actuation for Site-Specific Under-Canopy Spraying in Woody Crops
14. Fruit detection for small datasets via adjustable anchor boxes and transfer learning
15. Precision Greenhouse Rose Phenotyping from UAV Imagery Using a Multi-Source Dataset and Lightweight BloomRoseNet
16. An explainable graph based inception framework for Aegle marmelos leaf disease classification
17. Automated counting of Spodoptera frugiperda eggs using deep learning in multilayer egg mass images
18. A multi-objective intelligent self-distilled lightweight network for explainable grape leaf disease recognition and decision support
19. AI-Based Cassava Leaf Disease Detection to Support Smallholder Farmers in Ghana
20. GhostGS and ECA2 enhanced framework for accurate strawberry maturity detection in smart agriculture

Sub-Regions

• Remote Sensing in Agriculture — 56 papers
• Smart Agriculture and AI — 39 papers
• Computer Vision and Pattern Recognition — 38 papers
• Plant Surface Properties and Treatments — 37 papers
• Greenhouse Technology and Climate Control — 19 papers
• Banana Cultivation and Research — 12 papers