Qinghua Huang

RV-mixer: Random Fourier and variance-guided global feature learning for medical image segmentation.

Hybrid CNN-Transformer architectures have achieved promising performance in medical image segmentation, yet the high computational cost of self-attention limits their application in resource-constrained clinical scenarios. Moreover, medical images exhibit domain-specific challenges, including ultrasound speckle noise,...