信号处理，图像处理，机器学习

1. 信号处理
2. 图像处理
3. 机器学习

2013/12-2015/01，美国伊利诺伊大学香槟分校（UIUC），电子与计算机工程系，访问学者

2013/12-2015/01，美国伊利诺伊大学香槟分校（UIUC），电子与计算机工程系，访问学者；
2007年7月至今   中国科学院大学 讲师，副教授。

• Contrastive Voxel Clustering for Functional and Structural Combined Brain Network Analysis: An fMRI-based study, Neuroimage, 2024, 297.

• Fast 3D SAM: Crafting Large Vision Models for 3D Medical Image Segmentation via Token Clustering and Fine-tuning, ISBI'2024.

•  A Multi-branch Attention-based Deep Learning Method for ALS Identification with sMRI Data, EMBC’2024.

• Joint Analysis for Faciobrachial Dystonic Seizures Identiffcation in LGI1 Encephalitis using FDG-PET, CISP-BMEI’2024.

• Biomarker Importance Analysis for Autoimmune Encephalitis with PET, CISP-BMEI’2024.

• An Extensible Hierarchical Graph Convolutional Network for Early Alzheimer’s Disease Identification, Computer Methods and Programs in Biomedicine，2023, 238.

• Role of Hippocampal Subfields in Neurodegenerative Disease Progression Analyzed With a Multi-scale Attention-based Network, NeuroImage: Clinical, 2023, 38.

• Domain Contrast Network for cross-muscle ALS disease identification with EMG signal, Biomedical Signal Processing and Control, 2023, 82.

• Voxel-level fMRI Analysis by Representation Learning and Deep Clustering for Alzheimer's Disease, ISBI’2023.

• Selective ensemble learning for cross-muscle ALS disease identification with EMG signal, BIBM'2022.

• A Multi-scale Attention-based Convolutional Network for Identification of Alzheimer’s Disease based on Hippocampal Subfields, EMBC’2022.

• Gabor-based U-Net Crevasse Detection with Ground Penetrating Radar Data, GPR'2022.

• Pulmonary Nodules Detection Assistant Platform: An Effective Computer Aided System for Early Pulmonary Nodules Detection in Physical Examination, Computer Methods and Programs in Biomedicine，2022, 217: 1-12.

• Multi-resolution 3D-HOG Feature Learning Method for Alzheimer’s Disease Diagnosis, Computer Methods and Programs in Biomedicine, 2021, 214:1-8.

• Shallow-Layers-Detection Ice Sounding Radar for Mapping of Polar Ice Sheets. IEEE Transactions on Geoscience and Remote Sensing, 2021, (99): 1-10.

• Preliminary Investigation and Imaging Analysis of Early Lung Cancer Screening Among Petroleum Workers in North China, Cancer Investigation, 2021, 39(4): 321-332.

• Efficient False Positive Reduction Method for Early Pulmonary Nodules Detection in Physical Examination, BIBM'2021.

• Wavelet-based Multi-branch Convolutional Neural Network for Cross-individual ALS Disease Identification with EMG Signal, BIBM'2021.

• Omics feature learning for cross individual ALS disease identification with EMG signal, BIBM'2021.

• Analysis on Teeth Occlusion Distribution Based on Segmentation and Registration Algorithm, BIBM'2021.

• Automated Classification of Alzheimer’s Disease and Mild Cognitive Impairment By Multi-scale Residual Neural Network in Hippocampus Subfields MR Images, RSNA’2021.

• Automated Classification of Alzheimer’s Disease by Graph Convolutional network in Multi-modal MR Images, RSNA’2021.

• Region-of-Interest Based Sparse Feature Learning Method for Alzheimer’s Disease Identification. Computer Methods and Programs in Biomedicine, 2020, 187: 1-10.

• Gabor filter banks used for crevasse detection with Ground Penetrating Radar data, GPR’2020.

• A Wrapper-based Feature Learning Method used for Alzheimer's disease Identification, ICSP’2020.

• Spatial Pyramid Based 3D Hog Feature Extraction for Alzheimer’s Disease Identification, ICSP’2020.

• Ice Crevasse Detection with Ground Penetrating Radar using Faster R-CNN, ICSP’2020.

• Automatic Sleep Stage Classification using Marginal Hilbert Spectrum Features and a Convolutional Neural Network, EMBC’2020.

• Comparison and Analyzation of Different Feature Parameters for Alzheimer’s disease Identification, EMBC'2019.

• Tracing the Layer Boundary of the Ice Sheet from Radio-Echo Sounding Data, GPR’2018.

• Compartmental Gaussian Mixture Model used for Layer Detection in Radio-Echo Sounding Data, ICSP’2018.

• An Automatic Classification of Alzheimer’s Disease Based on Structural MRI Data Compared with Voxel-Based Morphometry Method. ISMRM’2018.

• Automated Classification of Alzheimer’s Disease by Interregional Correlation Matrix in Structural MR Images. RSNA’2018.

• Compartmental Sparse Feature Selection Method for Alzheimer’s disease Identification. EMBC’2017.  

• Elastic Net based sparse feature learning and classification for Alzheimer’s disease identification. EMBC’2017.

• Improved Low-Rank Filtering of Magnetic Resonance Spectroscopic Imaging Data Corrupted by Noise and B0 Field Inhomogeneity, IEEE Transactions on Biomedical Engineering, 2016, vol.63, no.4, pp: 841-849.

• 医学人工智能创新单元，中央高校自主部署项目专项资金，2022.7-2024.12。

• 多源融合学习的阿尔茨海默病辅助诊断方法研究，中央高校自主部署项目专项资金，2021.7-2023.12。

• 基于深度学习技术的肺结节筛查软件开发项目，横向课题，2020.1-2020.12。

• 冰裂隙检测雷达关键技术研究，国家自然基金面上项目，2018.1-2021.12。

• 极地高分辨率冰厚探测雷达成像与数据处理方法研究 ，国家自然科学基金青年基金，2014.1-2016.12 。

• 《现代数字信号处理》课程，中科院十二五教育信息化“精品数字课程建设项目”，2012.12-2014.11。

• 面向公共安全的智能视频监控新技术与新方法，北京市自然科学基金重点项目，2011.1-2013.12。