#agriculture-ai News & Analysis

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

2 articles

AINeutralarXiv – CS AI · 8h ago6/10

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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 · 8h ago5/10

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Few-Shot Hyperspectral Aphid Detection via FastGAN Synthetic Data Generation, Transformer-Based Classification and Explainable AI

Researchers developed a FastGAN-based synthetic data generation method to augment limited hyperspectral imaging datasets for detecting aphid infestations in crops, achieving superior classification results with Vision Transformer models. The approach demonstrates how generative AI and transformer architectures can overcome data scarcity challenges in agricultural pest detection, enabling more efficient and accurate crop monitoring.