Latest Research in Smart Agriculture and AI

Top Research Topics in Smart Agriculture and AI

• Smart Agriculture and AI — 26 papers
• Computer Vision and Pattern Recognition — 5 papers
• Traditional Chinese Medicine Studies — 1 papers
• Cell Image Analysis Techniques — 1 papers
• Robotics — 1 papers
• Remote Sensing in Agriculture — 1 papers
• Plant Pathogens and Resistance — 1 papers
• Date Palm Research Studies — 1 papers
• Banana Cultivation and Research — 1 papers
• Fuzzy and Soft Set Theory — 1 papers

Highest-Cited Papers

1. An attention-enhanced MobileNetV2 with squeeze-and-excitation architecture for efficient potato leaf disease detection and classification
2. Comparative Performance Analysis of YOLOv10 and YOLOv11 for Automated Mulberry Leaf Nutrient Deficiency Detection
3. A multi-objective intelligent self-distilled lightweight network for explainable grape leaf disease recognition and decision support
4. Comparative Performance Analysis of YOLOv10 and YOLOv11 for Automated Mulberry Leaf Nutrient Deficiency Detection
5. A Comparative Evaluation of Deep Learning Object Detection Models on a Real-World Multi-Plant Dataset from Africa
6. Attention-driven YOLOv11n–DeiT model for enhanced detection of tomato leaf diseases
7. Counterfactual Explanations for Plant Disease Classification
8. AdapterMoE: A Two-Stage Hard-Routing Mixture-of-Experts Architecture for Multi-Crop Disease Recognition with Calibrated Rejection and Incremental Learning
9. Chroma-Sense 2.0: A Memory-Efficient Two-Stage Pipeline for Lightweight On-Device Plant Disease Segmentation and Classification
10. A Lightweight Shallow CNN-Based Approach for Ring-Neck Disease Detection in Avocado Fruits
11. An explainable hierarchical capsule network framework for supporting expert sensory evaluation of herbal medicines with natural language generation
12. Improved YOLOv11 with Information Integration Attention for Multi-Organ Apple Disease Detection Throughout the Whole Growth Period
13. A novel model for precise segmentation and disease diagnosis of economic forest images in complicated backgrounds
14. Deep learning–driven classification of 46 medicinal macrofungi species: comparative analysis, fusion strategies, and explainability insights
15. EATMamba: Evolutionary Token-Refined Vision Mamba for Tomato Leaf Disease and Pest Classification
16. A Dual Branch Fusion Network for Simultaneous Tea Leaf Disease Diagnosis and Age-Based Quality Grade Evaluation
17. Design and Evaluation of an AI-Enabled Cloud-Edge Architecture for Connected Precision Agriculture Farms
18. CLM-YOLO: An Improved YOLOv11n-Based Model for Accurate Rice Pest Detection and Intelligent Monitoring
19. AgroGuard AI: A Zero-Shot Multimodal Crop Disease Diagnostic Assistant for Smallholder Farming
20. Explainable medicinal plant identification using a hybrid CNN-vision transformer framework