An Enhanced Dual-Chain Edge AI Framework for Rice Leaf DiseaseDiagnosis Under Environmental Degradations
Thanh-Tai Khuu1, a, Thanh-Nghi Doan2,b*, Trung-Duc Pham1,c, Quoc-Anh Nguyen1,d, Thai-Ngoc Luong1,e and Quoc-Vu Nguyen1,f Keywords: Edge AI, Rice Leaf Disease, Environmental Degradations, Res-UNet & YOLO26m, Static-image Diagnosis.Abstract. Resource-constrained Edge AI in smart agriculture faces severe performance degradation under environmental and adversarial noise. Addressing this bottleneck, we propose an enhanced dual-chain architecture integrating a Res-UNet defense


