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:Zhipeng Hu ,Xiaoyan Kui*, Shen Jiang, Ziwei Zou, Ziheng Huang, Canwei Liu, Enhao Ning, Qinsong Li, Liming Chen, Beiji Zou. HG-Mamba:Multi-View Dynamic Hypergraph Modeling with State Space Model for Medical Image Segmentation (IF: 15.5, 中科院一区Top), 2026, Accepted.

Next One:Shen Jiang, Xiaoyan Kui *, Xingzhuo Bao, Qinsong Li, Zhipeng Hu, Beiji Zou. RMViM-Net: Residual Multi-path Vision Mamba with Graph Interaction Attention for Medical Image Segmentation. Knowledge-Based Systems (IF: 7.6, 中科院一区Top), 2026, Accepted.