Author

Yongqi Yuan

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Open access Sep 2026

A Dual-Path Attention and Multi-Scale Fusion Network for Crop Disease and Pest Identification

Crop diseases and pests severely threaten global food security. While deep learning has shown promise in controlled settings, real-world field conditions—characterized by complex backgrounds, variable lesion scales, and high inter-class similarity—remain challenging. To overcome limitations in feature representation, s...

Hong Zhang, Fa-Gen Song, Yong-Qi Yuan et al. · Entropy · 0 citations

Open access Jul 2026

CANNE: CLIP-Based ANNE Selection for Noisy-Label Learning

Experimental results on CIFAR-10, CIFAR-100, Animal-10N, and Mini-WebVision, together with additional evaluation under open-set noise, show that the proposed CANNE method achieves competitive performance across diverse noisy-label settings.

Ge Jin, Qian Zhang, Li Huang et al. · Entropy · 0 citations