Xiaoyan Kui, Haonan Yan, Qinsong Li* , Lingxiao Liu, Weixin Si, Wei Liang, and Beiji Zou. WinGraphUNet: Advanced Windowed Graph Modeling with Remixed Contextual Learning for Efficient Medical Image Segmentation. Knowledge-Based Systems, JCR 1 区(中科院一区Top期刊), IF 7.6, 2025, Accepted.

Pre One:Ziwei Zou, Xiaoyan Kui*, Wenqi Lu Yang Li, Zhipeng Hu, Jinming Duan*, Beiji Zou. Robust Tumor Segmentation in Incomplete Multi-modal Imaging via a Synergy of Diffusion and Mamba Models[J] Biomedical Signal Processing and Control 2025（中科院2区，IF 4.9，已录用）

Next One:Xiaoyan Kui, Zeru Hai*, Beiji Zou, Yang Li, Wei Liang, Zuheng Ming, Liming Chen. "PK-Net: A Prior Knowledge-Driven Dual-Path Network for Enhanced Glaucoma Screening". Knowledge-Based Systems. JCR1区(中科院1区Top期刊）, IF 7.6, 2025, Accepted