Publications

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(Selected) Publication by Research Topic

GenAI: Text-to-Motion | Image and Video Generation and Editing | 3D Generation and Editing
Video Understanding: Grounding and Reasoning | Human Pose/Mesh Analysis | Human Action Recognition | Anomaly Detection
Other Computer Vision Tasks: Object Detection | Image Segmentation
Medical Image Computing & Healthcare Applications: Medical Image Segmentation | Medical Foundation Models and Datasets | Healthcare Applications
Image and Video Processing: Image Restoration (Denoising, SR, etc.)
Geospatial Analysis and Remote Sensing: Image Geolocalization | Remote Sensing
Machine Learning: Federated Learning | Unsupervised, Self- and Semi-supervised Learning | Multimodal Learning | Efficiency

Go to Publications by Year

Medical Image Segmentation

A Generalist Vision-Language Foundation Model for Diverse Biomedical Tasks
Kai Zhang, Rong Zhou, Eashan Adhikarla, Zhiling Yan, Yixin Liu, Jun Yu, Zhengliang Liu, Xun Chen,
Brian Davison, Hui Ren, Jing Huang, Chen Chen, Yuyin Zhou, Sunyang Fu, Wei Liu, Tianming Liu,
Xiang Li, Yong Chen, Lifang He, James Zou, Quanzheng Li, Hongfang Liu, Lichao Sun
Nature Medicine, 2024 (Impact Factor: 58.7)
[Paper] [BiomedGPT Model and Code]

Med-Tuning: Exploring Parameter-Efficient Transfer Learning for Medical Volumetric Segmentation
Wenxuan Wang, Jiachen Shen, Chen Chen, Jianbo Jiao, Yan Zhang, Shanshan Song, Jiangyun Li
Medical Imaging with Deep Learning (MIDL), 2024
[Paper] [Project Website] [Code]

FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image Segmentation
Wenxuan Wang, Jing Wang, Chen Chen, Jianbo Jiao, Yuanxiu Cai, Shanshan Song, Jiangyun Li
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024
[Paper] [Project Website] [Code]

Med-DANet V2: A Flexible Dynamic Architecture for Efficient Medical Volumetric Segmentation
Haoran Shen, Yifu Zhang, Wenxuan Wang, Chen Chen, Jing Liu, Shanshan Song, Jiangyun Li
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024
[Paper] [Project Website] [Code]

Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation
Wenxuan Wang, Chen Chen, Jing Wang, Sen Zha, Yan Zhang, Jiangyun Li
European Conference on Computer Vision (ECCV), 2022
[Paper] [Code]

Category Guided Attention Network for Brain Tumor Segmentation in MRI
Jiangyun Li, Hong Yu, Chen Chen, Meng Ding, Sen Zha
Physics in Medicine and Biology, 2022
[Paper] [Code]

TransBTS: Multimodal Brain Tumor Segmentation Using Transformer
Wenxuan Wang, Chen Chen, Meng Ding, Jiangyun Li, Hong Yu, Sen Zha
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2021
[Paper] [Code] [Finalist for the MICCAI 2023 Young Scientist Publication Impact Award (Acknowledgement Letter)]

3D Dilated Multi-Fiber Network for Real-time Brain Tumor Segmentation in MRI
Chen Chen, Xiaopeng Liu, Meng Ding, Junfeng Zheng, Jiangyun Li
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019.
[Paper] [Code]