CANet: Channel Extending and Axial Attention Catching Network for Multi-structure Kidney Segmentation. - Zhenyu Bu; Kaini Wang; Guangquan Zhou (CuRIOUS/KiPA/MELA@MICCAI, 2022)

FFCNet: Fourier Transform-Based Frequency Learning and Complex Convolutional Network for Colon Disease Classification. - Kai-Ni Wang; Yuting He 001; Shuaishuai Zhuang; Juzheng Miao; Xiaopu He; Ping Zhou; Guanyu Yang 001; Guang-Quan Zhou; Shuo Li 001 (MICCAI (3), 2022)

Edge-Enhanced Feature Guided Joint Segmentation of Left Atrial and Scars in LGE MRI Images. - Siping Zhou; Kaini Wang; Guang-Quan Zhou (LAScarQS@MICCAI, 2022)

AWSnet: An auto-weighted supervision attention network for myocardial scar and edema segmentation in multi-sequence cardiac magnetic resonance images. - Kai-Ni Wang; Xin Yang 009; Juzheng Miao; Lei Li 020; Jing Yao; Ping Zhou; Wufeng Xue; Guang-Quan Zhou; Xiahai Zhuang; Dong Ni 001 (Medical Image Anal., 2022)

A Complementary Global and Local Knowledge Network for Ultrasound denoising with Fine-grained Refinement. - Zhenyu Bu; Kai-Ni Wang; Fuxing Zhao; Shengxiao Li; Guang-Quan Zhou (CoRR, 2023)

DLGNet: A dual-branch lesion-aware network with the supervised Gaussian Mixture model for colon lesions classification in colonoscopy images. - Kai-Ni Wang; Shuaishuai Zhuang; Qi-Yong Ran; Ping Zhou; Jie Hua 004; Guang-Quan Zhou; Xiaopu He (Medical Image Anal., 2023)

BSMNet: Boundary-salience multi-branch network for intima-media identification in carotid ultrasound images. - Guang-Quan Zhou; Hao Wei; Xiaoyi Wang; Kai-Ni Wang; Yuzhao Chen; Fei Xiong; Guanqing Ren; Chunying Liu; Le Li 003; Qinghua Huang (Comput. Biol. Medicine, 2023)

TAGNet: A transformer-based axial guided network for bile duct segmentation. - Guang-Quan Zhou; Fuxing Zhao; Qing-Han Yang; Kai-Ni Wang; Shengxiao Li; Shoujun Zhou; Jian Lu; Yang Chen 008 (Biomed. Signal Process. Control., 2023)

Adaptive Frequency Learning Network With Anti-Aliasing Complex Convolutions for Colon Diseases Subtypes. - Kaini Wang; Shuaishuai Zhuang; Juzheng Miao; Yang Chen 008; Jie Hua 004; Guang-Quan Zhou; Xiaopu He; Shuo Li 001 (IEEE J. Biomed. Health Informatics, 2023)

DSANet: Dual-Branch Shape-Aware Network for Echocardiography Segmentation in Apical Views. - Guang-Quan Zhou; Wen-Bo Zhang; Zhong-Qing Shi; Zhan-Ru Qi; Kai-Ni Wang; Hong Song; Jing Yao; Yang Chen 008 (IEEE J. Biomed. Health Informatics, 2023)

DDSB: An Unsupervised and Training-Free Method for Phase Detection in Echocardiography. - Zhenyu Bu; Yang Liu 271; Jiayu Huo; Jingjing Peng; Kaini Wang; Guangquan Zhou; Rachel Sparks; Prokar Dasgupta; Alejandro Granados; Sébastien Ourselin (MLMI@MICCAI (1), 2024)

RealCompo: Balancing Realism and Compositionality Improves Text-to-Image Diffusion Models. - Xinchen Zhang; Ling Yang 006; Yaqi Cai; Zhaochen Yu; Kai-Ni Wang; Jiake Xie; Ye Tian; Minkai Xu; Yong Tang; Yujiu Yang; Bin Cui 001 (NeurIPS, 2024)

Universal Medical Image Representation Learning with Compositional Decoders. - Kaini Wang; Ling Yang 006; Siping Zhou; Guangquan Zhou; Wen-Bo Zhang; Bin Cui 001; Shuo Li 001 (CoRR, 2024)

Efficient MedSAMs: Segment Anything in Medical Images on Laptop. - Jun Ma 016; Feifei Li 010; Sumin Kim; Reza Asakereh; Bao-Hiep Le; Dang-Khoa Nguyen-Vu; Alexander Pfefferle; Muxin Wei; Ruochen Gao; Donghang Lyu; Songxiao Yang; Lennart Purucker; et al. (CoRR, 2024)

SC-SSL: Self-Correcting Collaborative and Contrastive Co-Training Model for Semi-Supervised Medical Image Segmentation. - Juzheng Miao; Siping Zhou; Guang-Quan Zhou; Kai-Ni Wang; Meng Yang; Shoujun Zhou; Yang Chen 008 (IEEE Trans. Medical Imaging, 2024)

SBCNet: Scale and Boundary Context Attention Dual-Branch Network for Liver Tumor Segmentation. - Kai-Ni Wang; Shengxiao Li; Zhenyu Bu; Fuxing Zhao; Guang-Quan Zhou; Shoujun Zhou; Yang Chen 008 (IEEE J. Biomed. Health Informatics, 2024)

TAGL: Temporal-Guided Adaptive Graph Learning Network for Coordinated Movement Classification. - Le Li 003; Mingxia Zhang; Yuzhao Chen; Kaini Wang; Guangquan Zhou; Qinghua Huang (IEEE Trans. Ind. Informatics, 2024)

A topological-aware automatic grading model corneal epithelial damage evaluation from full Corneal Fluorescence Staining images. - Zi-Kai Ren; Jun Feng; Lei Tian; Kai-Ni Wang; Jing-Yi Wang; Yuan-Chao Shu; Yi-Ran Hao; Ying Jie; Guang-Quan Zhou (Comput. Biol. Medicine, 2025)

Dynamic spectrum-driven hierarchical learning network for polyp segmentation. - Haolin Wang; Kai-Ni Wang; Jie Hua 004; Yi Tang; Yang Chen 008; Guang-Quan Zhou; Shuo Li 001 (Medical Image Anal., 2025)

TSdetector: Temporal-Spatial self-correction collaborative learning for colonoscopy video detection. - Kai-Ni Wang; Haolin Wang; Guang-Quan Zhou; Yangang Wang; Ling Yang 006; Yang Chen 008; Shuo Li 001 (Medical Image Anal., 2025)

EndoAgent: A Memory-Guided Reflective Agent for Intelligent Endoscopic Vision-to-Decision Reasoning. - Yi Tang; Kaini Wang; Yang Chen; Guangquan Zhou (CoRR, 2025)