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.