Shu Zhang

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 57

Top Topics

Sparse Representation

Hierarchical Organization

Convolutional Neural Networks

Dictionary Learning

Top Venues

Medical Image Anal.

IEEE Trans. Biomed. Eng.

Publications

Jie Lian, Jingyu Liu, Shu Zhang, Kai Gao, Xiaoqing Liu, Dingwen Zhang, Yizhou Yu
Correction to "A Structure-Aware Relation Network for Thoracic Diseases Detection and Segmentation". IEEE Trans. Medical Imaging 43 (2) (2024)
Shu Zhang, Zihao Li, Hong-Yu Zhou, Jiechao Ma, Yizhou Yu
Advancing 3D medical image analysis with variable dimension transform based supervised 3D pre-training. Neurocomputing 529 (2023)
Jiaxing Gao, Lin Zhao, Tianyang Zhong, Changhe Li, Zhibin He, Yaonai Wei, Shu Zhang, Lei Guo, Tianming Liu, Junwei Han, Tuo Zhang
Prediction of Cognitive Scores by Joint Use of Movie-Watching fMRI Connectivity and Eye Tracking via Attention-CensNet. MICCAI (2) (2023)
Hong-Yu Zhou, Yizhou Yu, Chengdi Wang, Shu Zhang, Yuanxu Gao, Jia Pan, Jun Shao, Guangming Lu, Kang Zhang, Weimin Li
A Transformer-based representation-learning model with unified processing of multimodal input for clinical diagnostics. CoRR (2023)
Lei Du, Huiai Wang, Jin Zhang, Shu Zhang, Lei Guo, Junwei Han
Adaptive structured sparse multiview canonical correlation analysis for multimodal brain imaging association identification. Sci. China Inf. Sci. 66 (4) (2023)
Shengbo Gao, Ziji Zhang, Jiechao Ma, Zihao Li, Shu Zhang
Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation. CoRR (2023)
Ning Qiang, Jie Gao, Qinglin Dong, Huiji Yue, Hongtao Liang, Lili Liu, Jingjing Yu, Jing Hu, Shu Zhang, Bao Ge, Yifei Sun, Zhengliang Liu, Tianming Liu, Jin Li, Hujie Song, Shijie Zhao
Functional brain network identification and fMRI augmentation using a VAE-GAN framework. Comput. Biol. Medicine 165 (2023)
Shengbo Gao, Ziji Zhang, Jiechao Ma, Zihao Li, Shu Zhang
Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation. MICCAI (1) (2023)
Yudan Ren, Huan Liu, Shu Zhang, Jinglei Lv
Editorial: Computational modeling methods for naturalistic neuroimaging data. Frontiers Comput. Neurosci. 17 (2023)
Shu Zhang, Ruoyang Wang, Yanqing Kang, Sigang Yu, Huawen Hu, Haiyang Zhang
Joint Representation of Functional and Structural Profiles for Identifying Common and Consistent 3-Hinge Gyral Folding Landmark. MICCAI (8) (2023)
Jiadong Yan, Yuzhong Chen, Zhenxiang Xiao, Shu Zhang, Mingxin Jiang, Tianqi Wang, Tuo Zhang, Jinglei Lv, Benjamin Becker, Rong Zhang, Dajiang Zhu, Junwei Han, Dezhong Yao, Keith M. Kendrick, Tianming Liu, Xi Jiang
Modeling spatio-temporal patterns of holistic functional brain networks via multi-head guided attention graph neural networks (Multi-Head GAGNNs). Medical Image Anal. 80 (2022)
Ning Qiang, Qinglin Dong, Hongtao Liang, Bao Ge, Shu Zhang, Cheng Zhang, Jie Gao, Yifei Sun
A novel ADHD classification method based on resting state temporal templates (RSTT) using spatiotemporal attention auto-encoder. Neural Comput. Appl. 34 (10) (2022)
Tianji Pang, Shijie Zhao, Junwei Han, Shu Zhang, Lei Guo, Tianming Liu
Gumbel-Softmax based Neural Architecture Search for Hierarchical Brain Networks Decomposition. Medical Image Anal. 82 (2022)
Changhe Li, Jiaxing Gao, Zhibin He, Songyao Zhang, Yaonai Wei, Lei Du, Lei Guo, Junwei Han, Shu Zhang, Tuo Zhang
Bridging Natruralistic Stimuli, Eye Movement And Brain Activity Via Cca And Locality Preserving Projection. ISBI (2022)
Ning Qiang, Qinglin Dong, Hongtao Liang, Jin Li, Shu Zhang, Cheng Zhang, Bao Ge, Yifei Sun, Jie Gao, Tianming Liu, Huiji Yue, Shijie Zhao
Learning brain representation using recurrent Wasserstein generative adversarial net. Comput. Methods Programs Biomed. 223 (2022)
Chengdi Wang, Jiechao Ma, Shu Zhang, Jun Shao, Yanyan Wang, Hong-Yu Zhou, Lujia Song, Jie Zheng, Yizhou Yu, Weimin Li
Development and validation of an abnormality-derived deep-learning diagnostic system for major respiratory diseases. npj Digit. Medicine 5 (2022)
Jiaxing Gao, Changhe Li, Zhibin He, Yaonai Wei, Lei Guo, Junwei Han, Shu Zhang, Tuo Zhang
Prediction of Cognitive Scores by Movie-Watching FMRI Connectivity and Eye Movement Via Spectral Graph Convolutions. ISBI (2022)
Mingxin Jiang, Shimin Yang, Zhongbo Zhao, Jiadong Yan, Yuzhong Chen, Tuo Zhang, Shu Zhang, Benjamin Becker, Keith M. Kendrick, Xi Jiang
Exploring Gyro-Sulcal Functional Connectivity Differences Across Task Domains via Anatomy-Guided Spatio-Temporal Graph Convolutional Networks. MLMI@MICCAI (2021)
Jie Lian, Jingyu Liu, Shu Zhang, Kai Gao, Xiaoqing Liu, Dingwen Zhang, Yizhou Yu
A Structure-Aware Relation Network for Thoracic Diseases Detection and Segmentation. IEEE Trans. Medical Imaging 40 (8) (2021)
Jie Lian, Jingyu Liu, Shu Zhang, Kai Gao, Xiaoqing Liu, Dingwen Zhang, Yizhou Yu
A Structure-Aware Relation Network for Thoracic Diseases Detection and Segmentation. CoRR (2021)
Hong-Yu Zhou, Chengdi Wang, Haofeng Li, Gang Wang, Shu Zhang, Weimin Li, Yizhou Yu
SSMD: Semi-Supervised medical image detection with adaptive consistency and heterogeneous perturbation. Medical Image Anal. 72 (2021)
Ning Qiang, Qinglin Dong, Fangfei Ge, Hongtao Liang, Bao Ge, Shu Zhang, Yifei Sun, Jie Gao, Tianming Liu
Deep Variational Autoencoder for Mapping Functional Brain Networks. IEEE Trans. Cogn. Dev. Syst. 13 (4) (2021)
Qinmei Xu, Xianghao Zhan, Zhen Zhou, Yiheng Li, Peiyi Xie, Shu Zhang, Xiuli Li, Yizhou Yu, Changsheng Zhou, Longjiang Zhang, Olivier Gevaert, Guangming Lu
AI-based analysis of CT images for rapid triage of COVID-19 patients. npj Digit. Medicine 4 (2021)
Jiadong Yan, Yu Zhao, Mingxin Jiang, Shu Zhang, Tuo Zhang, Shimin Yang, Yuzhong Chen, Zhongbo Zhao, Zhibin He, Benjamin Becker, Tianming Liu, Keith M. Kendrick, Xi Jiang
A Guided Attention 4D Convolutional Neural Network for Modeling Spatio-Temporal Patterns of Functional Brain Networks. PRCV (3) (2021)
Jiadong Yan, Yuzhong Chen, Shimin Yang, Shu Zhang, Mingxin Jiang, Zhongbo Zhao, Tuo Zhang, Yu Zhao, Benjamin Becker, Tianming Liu, Keith M. Kendrick, Xi Jiang
Multi-head GAGNN: A Multi-head Guided Attention Graph Neural Network for Modeling Spatio-temporal Patterns of Holistic Brain Functional Networks. MICCAI (7) (2021)
Dingwen Zhang, Jiajia Zhang, Qiang Zhang, Jungong Han, Shu Zhang, Junwei Han
Automatic pancreas segmentation based on lightweight DCNN modules and spatial prior propagation. Pattern Recognit. 114 (2021)
Mingxin Jiang, Shimin Yang, Jiadong Yan, Shu Zhang, Huan Liu, Lin Zhao, Haixing Dai, Jinglei Lv, Tuo Zhang, Tianming Liu, Keith M. Kendrick, Xi Jiang
Exploring Functional Difference Between Gyri and Sulci via Region-Specific 1D Convolutional Neural Networks. MLMI@MICCAI (2020)
Shijie Zhao, Yan Cui, Linwei Huang, Li Xie, Yaowu Chen, Junwei Han, Lei Guo, Shu Zhang, Tianming Liu, Jinglei Lv
Supervised Brain Network Learning Based on Deep Recurrent Neural Networks. IEEE Access 8 (2020)
Wei Zhang, Shijie Zhao, Xintao Hu, Qinglin Dong, Heng Huang, Shu Zhang, Yu Zhao, Haixing Dai, Fangfei Ge, Lei Guo, Tianming Liu
Hierarchical Organization of Functional Brain Networks Revealed by Hybrid Spatiotemporal Deep Learning. Brain Connect. 10 (2) (2020)
Zhibin He, Shu Zhang, Songyao Zhang, Yin Zhang, Xintao Hu, Xi Jiang, Lei Guo, Tianming Liu, Lei Du, Tuo Zhang
Interwound Structural and Functional Difference Between Preterm and Term Infant Brains Revealed by Multi-view CCA. MLMI@MICCAI (2020)
Yuhang Liu, Zhen Zhou, Shu Zhang, Ling Luo, Qianyi Zhang, Fandong Zhang, Xiuli Li, Yizhou Wang, Yizhou Yu
From Unilateral to Bilateral Learning: Detecting Mammogram Masses with Contrasted Bilateral Network. MICCAI (6) (2019)
Zhuo Wang, Zihao Li, Shu Zhang, Junge Zhang, Kaiqi Huang
Semi-supervised Lesion Detection with Reliable Label Propagation and Missing Label Mining. PRCV (2) (2019)
Fangfei Ge, Shu Zhang, Heng Huang, Xi Jiang, Qinglin Dong, Lei Guo, Xianqiao Wang, Tianming Liu
Exploring Intrinsic Functional Differences of Gyri, Sulci and 2-Hinge, 3-Hinge Joints on Cerebral Cortex. ISBI (2019)
Zihao Li, Shu Zhang, Junge Zhang, Kaiqi Huang, Yizhou Wang, Yizhou Yu
MVP-Net: Multi-view FPN with Position-aware Attention for Deep Universal Lesion Detection. CoRR (2019)
Shu Zhang, Huan Liu, Heng Huang, Yu Zhao, Xi Jiang, Brook Bowers, Lei Guo, Xiaoping Hu, Mar Sanchez, Tianming Liu
Deep Learning Models Unveiled Functional Difference Between Cortical Gyri and Sulci. IEEE Trans. Biomed. Eng. 66 (5) (2019)
Wei Zhang, Jinglei Lv, Xiang Li, Dajiang Zhu, Xi Jiang, Shu Zhang, Yu Zhao, Lei Guo, Jieping Ye, Dewen Hu, Tianming Liu
Experimental Comparisons of Sparse Dictionary Learning and Independent Component Analysis for Brain Network Inference From fMRI Data. IEEE Trans. Biomed. Eng. 66 (1) (2019)
Shu Zhang, Qinglin Dong, Wei Zhang, Heng Huang, Dajiang Zhu, Tianming Liu
Discovering hierarchical common brain networks via multimodal deep belief network. Medical Image Anal. 54 (2019)
Zihao Li, Shu Zhang, Junge Zhang, Kaiqi Huang, Yizhou Wang, Yizhou Yu
MVP-Net: Multi-view FPN with Position-Aware Attention for Deep Universal Lesion Detection. MICCAI (6) (2019)
Yu Zhao, Qinglin Dong, Shu Zhang, Wei Zhang, Hanbo Chen, Xi Jiang, Lei Guo, Xintao Hu, Junwei Han, Tianming Liu
Automatic Recognition of fMRI-Derived Functional Networks Using 3-D Convolutional Neural Networks. IEEE Trans. Biomed. Eng. 65 (9) (2018)
Shu Zhang, Tianming Liu, Dajiang Zhu
Exploring Fiber Skeletons via Joint Representation of Functional Networks and Structural Connectivity. MICCAI (3) (2018)
Wei Zhang, Jinglei Lv, Shu Zhang, Yu Zhao, Tianming Liu
Modeling resting state fMRI data via longitudinal supervised stochastic coordinate coding. ISBI (2018)
Xi Jiang, Xiang Li, Jinglei Lv, Shijie Zhao, Shu Zhang, Wei Zhang, Tuo Zhang, Junwei Han, Lei Guo, Tianming Liu
Temporal Dynamics Assessment of Spatial Overlap Pattern of Functional Brain Networks Reveals Novel Functional Architecture of Cerebral Cortex. IEEE Trans. Biomed. Eng. 65 (6) (2018)
Huan Liu, Shijie Zhao, Xi Jiang, Shu Zhang, Xintao Hu, Lei Quo, Tianming Liu
Characterizing task-evoked and intrinsic functional networks from task-based fMRI data via two-stage sparse dictionary learning. ISBI (2018)
Yu Zhao, Fangfei Ge, Shu Zhang, Tianming Liu
3D Deep Convolutional Neural Network Revealed the Value of Brain Network Overlap in Differentiating Autism Spectrum Disorder from Healthy Controls. MICCAI (3) (2018)
Heng Huang, Xintao Hu, Qinglin Dong, Shijie Zhao, Shu Zhang, Yu Zhao, Lei Quo, Tianming Liu
Modeling task fMRI data via mixture of deep expert networks. ISBI (2018)
Jing Yuan, Xiang Li, Jinhe Zhang, Liao Luo, Qinglin Dong, Jinglei Lv, Yu Zhao, Xi Jiang, Shu Zhang, Wei Zhang, Tianming Liu
Spatio-temporal modeling of connectome-scale brain network interactions via time-evolving graphs. NeuroImage 180 (Part) (2018)
Shu Zhang, Tuo Zhang, Xiao Li, Lei Guo, Tianming Liu
Joint representation of cortical folding, structural connectivity and functional networks. ISBI (2018)
Shu Zhang, Xi Jiang, Tianming Liu
Joint Representation of Connectome-Scale Structural and Functional Profiles for Identification of Consistent Cortical Landmarks in Human Brains. MICCAI (1) (2017)
Xiao Li, Tuo Zhang, Qinglin Dong, Shu Zhang, Xintao Hu, Lei Du, Lei Guo, Tianming Liu
Predicting cortical 3-hinge locations via structural connective features. ISBI (2017)
Yu Zhao, Shu Zhang, Hanbo Chen, Wei Zhang, Jinglei Lv, Xi Jiang, Dinggang Shen, Tianming Liu
A novel framework for groupwise registration of fMRI images based on common functional networks. ISBI (2017)
Huan Liu, Mianzhi Zhang, Xintao Hu, Yudan Ren, Shu Zhang, Junwei Han, Lei Guo, Tianming Liu
FMRI data classification based on hybrid temporal and spatial sparse representation. ISBI (2017)
Shu Zhang, Xiang Li, Lei Guo, Tianming Liu
Exploring human brain activation via nested sparse coding and functional operators. ISBI (2017)
Tuo Zhang, Dajiang Zhu, Xi Jiang, Shu Zhang, Zhifeng Kou, Lei Guo, Tianming Liu
Group-wise consistent cortical parcellation based on connectional profiles. Medical Image Anal. 32 (2016)
Shijie Zhao, Junwei Han, Xi Jiang, Xintao Hu, Jinglei Lv, Shu Zhang, Bao Ge, Lei Guo, Tianming Liu
Exploring auditory network composition during free listening to audio excerpts via group-wise sparse representation. ICME (2016)
Yimin Hou, Ting Xiao, Shu Zhang, Xi Jiang, Xiang Li, Xintao Hu, Junwei Han, Lei Guo, L. Stephen Miller, Richard Neupert, Tianming Liu
Predicting Movie Trailer Viewer's "Like/Dislike" via Learned Shot Editing Patterns. IEEE Trans. Affect. Comput. 7 (1) (2016)
Shijie Zhao, Junwei Han, Jinglei Lv, Xi Jiang, Xintao Hu, Shu Zhang, Mary Ellen Lynch, Claire Coles, Lei Guo, Xiaoping Hu, Tianming Liu
A Multi-stage Sparse Coding Framework to Explore the Effects of Prenatal Alcohol Exposure. MICCAI (1) (2016)
Xi Jiang, Xiang Li, Jinglei Lv, Shijie Zhao, Shu Zhang, Wei Zhang, Tuo Zhang, Tianming Liu
Modeling Functional Dynamics of Cortical Gyri and Sulci. MICCAI (1) (2016)
Jinglei Lv, Xi Jiang, Xiang Li, Dajiang Zhu, Shu Zhang, Shijie Zhao, Hanbo Chen, Tuo Zhang, Xintao Hu, Junwei Han, Jieping Ye, Lei Guo, Tianming Liu
Holistic Atlases of Functional Networks and Interactions Reveal Reciprocal Organizational Architecture of Cortical Function. IEEE Trans. Biomed. Eng. 62 (4) (2015)
Bao Ge, Jin Wang, Jinglei Lv, Shu Zhang, Shijie Zhao, Wei Zhang, Qinghua Zhao, Xiang Li, Xi Jiang, Junwei Han, Lei Guo, Tianming Liu
Signal sampling for efficient sparse representation of resting state FMRI data. ISBI (2015)
Shu Zhang, Xiang Li, Jinglei Lv, Xi Jiang, Bao Ge, Lei Guo, Tianming Liu
Characterizing and differentiating task-based and resting state FMRI signals via two-stage dictionary learning. ISBI (2015)
Jinglei Lv, Xi Jiang, Xiang Li, Dajiang Zhu, Hanbo Chen, Tuo Zhang, Shu Zhang, Xintao Hu, Junwei Han, Heng Huang, Jing Zhang, Lei Guo, Tianming Liu
Sparse representation of whole-brain fMRI signals for identification of functional networks. Medical Image Anal. 20 (1) (2015)
Zhichao Lian, Xiang Li, Jianchuan Xing, Jinglei Lv, Xi Jiang, Dajiang Zhu, Shu Zhang, Jiansong Xu, Marc N. Potenza, Tianming Liu, Jing Zhang
Exploring functional brain dynamics via a Bayesian connectivity change point model. ISBI (2014)
Tuo Zhang, Hanbo Chen, Lei Guo, Kaiming Li, Longchuan Li, Shu Zhang, Dinggang Shen, Xiaoping Hu, Tianming Liu
Characterization of U-shape streamline fibers: Methods and applications. Medical Image Anal. 18 (5) (2014)
Shu Zhang, Xintao Hu, Jinglei Lv, Tuo Zhang, Xiang Li, Xi Jiang, Lei Guo, Tianming Liu
Learning fMRI-guided predictor of video shot changes. ISBI (2014)
Yixuan Yuan, Xi Jiang, Dajiang Zhu, Hanbo Chen, Kaiming Li, Peili Lv, Xiang Yu, Xiaojin Li, Shu Zhang, Tuo Zhang, Xintao Hu, Junwei Han, Lei Guo, Tianming Liu
Meta-Analysis of Functional Roles of DICCCOLs. Neuroinformatics 11 (1) (2013)
Shu Zhang, Xiang Li, Jinglei Lv, Xi Jiang, Dajiang Zhu, Hanbo Chen, Tuo Zhang, Lei Guo, Tianming Liu
Sparse Representation of Higher-Order Functional Interaction Patterns in Task-Based FMRI Data. MICCAI (3) (2013)
Shu Zhang, Jinglei Lv, Xiang Li, Xi Jiang, Lei Guo, Tianming Liu
Activated cliques: Network-based activation detection in task-based FMRI. ISBI (2013)