#precision-agriculture News & Analysis

3 articles tagged with #precision-agriculture. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AINeutralarXiv – CS AI · Jun 236/10

🧠

Cross-Architectural Mixture-of-Experts with Adaptive Soft Routing for Plant Leaf Disease Classification

Researchers propose an adaptive Mixture-of-Experts framework combining EfficientNet-B0, DenseNet-121, and Swin-Tiny for plant leaf disease classification, achieving 91.68% recall on imbalanced potato leaf datasets. The soft routing mechanism dynamically assigns expert weights to capture multi-scale features, demonstrating superior performance over single-architecture models and strong cross-dataset generalization on durian and sesame leaf diseases.

AINeutralarXiv – CS AI · Jun 26/10

🧠

Agricultural Landscape Understanding At Country-Scale

Researchers have developed the first national-scale agricultural mapping system that identifies not just crop fields but also trees and water bodies across smallholder farming systems. The system uses advanced segmentation and post-processing techniques to create fine-grained land use maps accessible via a public API at agri.withgoogle.com, supporting applications in precision agriculture, policy-making, and sustainability.

AINeutralarXiv – CS AI · Apr 146/10

🧠

From UAV Imagery to Agronomic Reasoning: A Multimodal LLM Benchmark for Plant Phenotyping

Researchers have developed PlantXpert, a multimodal AI benchmark for evaluating vision-language models on agricultural phenotyping tasks for soybean and cotton. The benchmark tests 11 state-of-the-art models across disease detection, pest control, weed management, and yield prediction, revealing that fine-tuned models achieve up to 78% accuracy but struggle with complex reasoning and cross-crop generalization.