DEFN: Dual-Encoder Fourier Group Harmonics Network for Three-Dimensional Macular Hole Reconstruction with Stochastic Retinal Defect Augmentation and Dynamic Weight Composition. - Xingru Huang; Yihao Guo; Jian Huang 015; Zhi Li; Tianyun Zhang; Kunyan Cai; Gaopeng Huang; Wenhao Chen; Zhaoyang Xu; Liangqiong Qu; Ji Hu 002; Tingyu Wang; et al. (CoRR, 2023)

Upping the Game: How 2D U-Net Skip Connections Flip 3D Segmentation. - Xingru Huang; Yihao Guo; Jian Huang 015; Tianyun Zhang; Hong He; Shaowei Jiang; Yaoqi Sun (NeurIPS, 2024)

SASAN: Spectrum-Axial Spatial Approach Networks for Medical Image Segmentation. - Xingru Huang; Jian Huang 015; Kai Zhao; Tianyun Zhang; Zhi Li; Changpeng Yue; Wenhao Chen; Ruihao Wang; Xuanbin Chen; Qianni Zhang; Ying Fu 001; Yangyundou Wang; et al. (IEEE Trans. Medical Imaging, 2024)

Scale-Adaptive viable tumor burden estimation via histopathological microscopy image segmentation. - Yibao Sun; Zhaoyang Xu; Yihao Guo; Jian Huang 015; Gaopeng Huang; Tangsen Huang; Lou Zhao; Shaowei Jiang; Zhiwen Zheng; Jin Liu 025; Xiaoshuai Zhang; Xingru Huang (Comput. Biol. Medicine, 2025)

DEFN: Dual-Encoder Fourier Group Harmonics Network for three-dimensional indistinct-boundary object segmentation. - Xiaohua Jiang; Yihao Guo; Jian Huang 015; Yuting Wu; Meiyi Luo; Zhaoyang Xu; Qianni Zhang; Xingru Huang; Hong He; Shaowei Jiang; Jing Ye; Mang Xiao (Expert Syst. Appl., 2025)

LiGu-LVM: Linguistic-Guided Generative Large Vision Model for IoMT Clinical Ocular Disease Screening via Morphology Dissection. - Xingru Huang; Tianyun Zhang; Jian Huang 015; Yihao Guo; Gaopeng Huang; Han Yang; Zhiwen Zheng; Lou Zhao; Shaowei Jiang; Jin Liu 025; Guan Gui 001; Xiaoshuai Zhang (IEEE Internet Things J., 2025)

Multidimensional Directionality-Enhanced Segmentation via large vision model. - Xingru Huang; Changpeng Yue; Yihao Guo; Jian Huang 015; Zhengyao Jiang; Mingkuan Wang; Zhaoyang Xu; Guangyuan Zhang; Jin Liu 025; Tianyun Zhang; Zhiwen Zheng; Xiaoshuai Zhang; et al. (Medical Image Anal., 2025)

Multi-aspect fusion in foundational large vision model for visible light medical imaging segmentation. - Xingru Huang; Tianyun Zhang; Zhaoyang Xu; Jian Huang 015; Gaopeng Huang; Han Yang; Binfeng Zou; Shouqin Ding; Renjie Ruan; Zhao Huang; Huiyu Zhou 001; Jin Liu 025; et al. (Inf. Fusion, 2026)