
Dr. Jun XU
Associate Professor
School of Statistics and Data Science
Nankai University
Tianjin, China
Office: Room 345, Fansun Building
Email: csjunxu [at] nankai [dot] edu [dot] cn
[Main] [Publication] [Google Scholar] [Code & Data]
News
Current Research Interests
Work Experience
Education
Recently accepted
Coupled Diffusion Models for Metal Artifact Reduction of Clinical Dental CBCT Images
Zhouzhuo Zhang, Juncheng Yan, Yuxuan Shi, Zhiming Cui, Dinggang Shen*, Jun Xu*
IEEE Transactions on Medical Imaging, accept with revision, 2025.
[Paper]
[Github]
Learning Temporal-Aware Representation for Controllable Interventional Radiology Imaging
Wei Si#, Zhaolin Zheng#, Zhewei Huang, Xi-Ming Xu, Ruijue Wang, Ji-Gang Bao, Qiang Xiong*, Xiantong Zhen*, Jun Xu*
Computer Vision and Image Understanding, accept, 2025.
[Paper]
[Github]
ACformer: A Unified Transformer for Arbitrary-Frame Image Exposure Correction
Chao Li, Yuchen Yang, Qiujia He, Ran Gu, Lei Zhang, Jun Xu*
Neural Networks, accept, 2025.
[Paper]
[Github]
Real-World Low-Dose CT Image Denoising by Patch Similarity Purification
Zeya Song, Liqi Xue, Jun Xu*, Baoping Zhang, Chao Jin, Jian Yang, Changliang Zou
IEEE Transactions on Image Processing (TIP), accept, 2024.
[Paper]
[Supp]
[Github]
A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object Detection
Chao Hao, Zitong Yu, Xin Liu, Jun Xu, Huanjing Yue, Jingyu Yang
IEEE Transactions on Image Processing (TIP), accept, 2024.
[Paper]
[Supp]
[Github]
Current Members and Visitors
Juncheng Yan, Ph.D. student in Nankai University, 2024-2028, M.Sc. in Nankai University
Chao Li, M.Sc. student in Nankai University, 2023-2026, B.Sc. in Nankai University, now intern in Beijing Didi Chuxing Technology Co., Ltd.
Zhouzhuo Zhang, M.Sc. student in Nankai University, 2023-2026, B.Sc. in Lanzhou University
Liqi Xue, M.Sc. student in Nankai University, 2023-2026, B.Sc. in Shanghai University
Junhao Long, M.Sc. student in Nankai University, 2024-2027, B.Sc. in Nankai University
Zhaolin Zheng, M.Sc. student in Nankai University, 2024-2027, B.Sc. in University of Electronic Science and Technology of China
Ao Shen, M.Sc. student in Nankai University (co-supervised with Prof. Shiwang Ma), 2024-2027, B.Sc. in Nankai University
Chenwei Gong, M.Sc. student in Nankai University, 2024-2026, B.Sc. in Nankai University
Xingyu Hao, M.Sc. student in Nankai University, 2024-2026, B.Sc. in Northeast University
Fengrun Guo, M.Sc. student in Nankai University, 2024-2026, B.Sc. in Shandong University
Graduated Members and Long-term Visitors (with first work after graduation)
Shaocong Zheng, M.Sc. in Nankai University, 2021-2023, B.Sc. in Taiyuan University of Technology, now China Minsheng Bank Corp. (Beijing)
Xiaotao Hu, M.Sc. in Nankai University (co-supervised with Prof. Ming-Ming Cheng), 2021-2024, B.Sc. in Dalian University of Technology, now Ph.D student of Prof. Ping Tan in HKUST
Yuxuan Shi, M.Sc. in Nankai University, 2021-2024, B.Sc. in Wuhan University, now AI engineer in Research Institute of United Imaging Intelligence, Beijing.
Yan Gao, Part-time M.Sc. in Nankai University, 2022-2024, B.Sc. in Beijing Jiaotong University
Yue Yang, Part-time M.Sc. in Nankai University, 2022-2024, B.Sc. in Northwest University
Yuchen Yang, M.Sc. in Nankai University, 2022-2025, B.Sc. in Nankai University, now Ph.D. student in Westlake University
Tianyi Xu, M.Sc. in Nankai University, 2022-2025, B.Sc. in Sichuan University
Zeya Song, M.Sc. in Nankai University (co-supervised with Prof. Changliang Zou), 2022-2025, B.Sc. in Beijing University of Technology, now work in Institute 706, The Second Academy China Aerospace Science & Industry Corp., Beijing
Yijie Zhou, M.Sc. in Nankai University, 2023-2025, B.Sc. in Beijing Normal University, now work in Tencent
Fengwei Yang, M.Sc. in Nankai University (co-supervised with Prof. Hui Lei), 2023-2025, B.Sc. in Beijing University of Technology, now work in China National Pharmaceutical Group Corporation, Beijing
Qiujia He, M.Sc. in Nankai University(co-supervised with Prof. Lei Yu), 2023-2025, B.Sc. in Nankai University, now work in Postal Savings Bank of China (Head Office), Tianjin
Wei Si, M.Sc. in Nankai University, 2023-2025, B.Sc. in Shandong University, now work in ICBC (Head Office), Tianjin
Shiji Ao, M.Sc. in Nankai University, 2023-2025, B.Sc. in Tianjin University, now work in Agricultural Bank of China (Head Office), Beijing
Zhiyi Cui, M.Sc. in Nankai University (co-supervised with Prof. Long Feng), 2023-2025, B.Sc. in Shandong University, now work in Liaoning Provincial Bureau of Statistics, Shenyang
All things are difficult before they are easy.
— Thomas Fuller
Coupled Diffusion Models for Metal Artifact Reduction of Clinical Dental CBCT Images
Zhouzhuo Zhang, Juncheng Yan, Yuxuan Shi, Zhiming Cui, Dinggang Shen*, Jun Xu* IEEE Transactions on Medical Imaging, accept with revision, 2025.
[Paper] [Github]
Zhouzhuo Zhang, Juncheng Yan, Yuxuan Shi, Zhiming Cui, Dinggang Shen*, Jun Xu* IEEE Transactions on Medical Imaging, accept with revision, 2025.
[Paper] [Github]
Learning Temporal-Aware Representation for Controllable Interventional Radiology Imaging
Wei Si#, Zhaolin Zheng#, Zhewei Huang, Xi-Ming Xu, Ruijue Wang, Ji-Gang Bao, Qiang Xiong*, Xiantong Zhen*, Jun Xu* Computer Vision and Image Understanding, accept, 2025.
[Paper] [Github]
Wei Si#, Zhaolin Zheng#, Zhewei Huang, Xi-Ming Xu, Ruijue Wang, Ji-Gang Bao, Qiang Xiong*, Xiantong Zhen*, Jun Xu* Computer Vision and Image Understanding, accept, 2025.
[Paper] [Github]
ACformer: A Unified Transformer for Arbitrary-Frame Image Exposure Correction
Chao Li, Yuchen Yang, Qiujia He, Ran Gu, Lei Zhang, Jun Xu* Neural Networks, accept, 2025.
[Paper] [Github]
Chao Li, Yuchen Yang, Qiujia He, Ran Gu, Lei Zhang, Jun Xu* Neural Networks, accept, 2025.
[Paper] [Github]
Real-World Low-Dose CT Image Denoising by Patch Similarity Purification
Zeya Song, Liqi Xue, Jun Xu*, Baoping Zhang, Chao Jin, Jian Yang, Changliang Zou IEEE Transactions on Image Processing (TIP), accept, 2024.
[Paper] [Supp] [Github]
Zeya Song, Liqi Xue, Jun Xu*, Baoping Zhang, Chao Jin, Jian Yang, Changliang Zou IEEE Transactions on Image Processing (TIP), accept, 2024.
[Paper] [Supp] [Github]
A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object Detection
Chao Hao, Zitong Yu, Xin Liu, Jun Xu, Huanjing Yue, Jingyu Yang IEEE Transactions on Image Processing (TIP), accept, 2024.
[Paper] [Supp] [Github]
Chao Hao, Zitong Yu, Xin Liu, Jun Xu, Huanjing Yue, Jingyu Yang IEEE Transactions on Image Processing (TIP), accept, 2024.
[Paper] [Supp] [Github]
Current Members and Visitors
Juncheng Yan, Ph.D. student in Nankai University, 2024-2028, M.Sc. in Nankai University
Chao Li, M.Sc. student in Nankai University, 2023-2026, B.Sc. in Nankai University, now intern in Beijing Didi Chuxing Technology Co., Ltd.
Zhouzhuo Zhang, M.Sc. student in Nankai University, 2023-2026, B.Sc. in Lanzhou University
Liqi Xue, M.Sc. student in Nankai University, 2023-2026, B.Sc. in Shanghai University
Junhao Long, M.Sc. student in Nankai University, 2024-2027, B.Sc. in Nankai University
Zhaolin Zheng, M.Sc. student in Nankai University, 2024-2027, B.Sc. in University of Electronic Science and Technology of China
Ao Shen, M.Sc. student in Nankai University (co-supervised with Prof. Shiwang Ma), 2024-2027, B.Sc. in Nankai University
Chenwei Gong, M.Sc. student in Nankai University, 2024-2026, B.Sc. in Nankai University
Xingyu Hao, M.Sc. student in Nankai University, 2024-2026, B.Sc. in Northeast University
Fengrun Guo, M.Sc. student in Nankai University, 2024-2026, B.Sc. in Shandong University
Graduated Members and Long-term Visitors (with first work after graduation)
Shaocong Zheng, M.Sc. in Nankai University, 2021-2023, B.Sc. in Taiyuan University of Technology, now China Minsheng Bank Corp. (Beijing)
Xiaotao Hu, M.Sc. in Nankai University (co-supervised with Prof. Ming-Ming Cheng), 2021-2024, B.Sc. in Dalian University of Technology, now Ph.D student of Prof. Ping Tan in HKUST
Yuxuan Shi, M.Sc. in Nankai University, 2021-2024, B.Sc. in Wuhan University, now AI engineer in Research Institute of United Imaging Intelligence, Beijing.
Yan Gao, Part-time M.Sc. in Nankai University, 2022-2024, B.Sc. in Beijing Jiaotong University
Yue Yang, Part-time M.Sc. in Nankai University, 2022-2024, B.Sc. in Northwest University
Yuchen Yang, M.Sc. in Nankai University, 2022-2025, B.Sc. in Nankai University, now Ph.D. student in Westlake University
Tianyi Xu, M.Sc. in Nankai University, 2022-2025, B.Sc. in Sichuan University
Zeya Song, M.Sc. in Nankai University (co-supervised with Prof. Changliang Zou), 2022-2025, B.Sc. in Beijing University of Technology, now work in Institute 706, The Second Academy China Aerospace Science & Industry Corp., Beijing
Yijie Zhou, M.Sc. in Nankai University, 2023-2025, B.Sc. in Beijing Normal University, now work in Tencent
Fengwei Yang, M.Sc. in Nankai University (co-supervised with Prof. Hui Lei), 2023-2025, B.Sc. in Beijing University of Technology, now work in China National Pharmaceutical Group Corporation, Beijing
Qiujia He, M.Sc. in Nankai University(co-supervised with Prof. Lei Yu), 2023-2025, B.Sc. in Nankai University, now work in Postal Savings Bank of China (Head Office), Tianjin
Wei Si, M.Sc. in Nankai University, 2023-2025, B.Sc. in Shandong University, now work in ICBC (Head Office), Tianjin
Shiji Ao, M.Sc. in Nankai University, 2023-2025, B.Sc. in Tianjin University, now work in Agricultural Bank of China (Head Office), Beijing
Zhiyi Cui, M.Sc. in Nankai University (co-supervised with Prof. Long Feng), 2023-2025, B.Sc. in Shandong University, now work in Liaoning Provincial Bureau of Statistics, Shenyang
All things are difficult before they are easy.
— Thomas Fuller
Graduated Members and Long-term Visitors (with first work after graduation)
Shaocong Zheng, M.Sc. in Nankai University, 2021-2023, B.Sc. in Taiyuan University of Technology, now China Minsheng Bank Corp. (Beijing)
Xiaotao Hu, M.Sc. in Nankai University (co-supervised with Prof. Ming-Ming Cheng), 2021-2024, B.Sc. in Dalian University of Technology, now Ph.D student of Prof. Ping Tan in HKUST
Yuxuan Shi, M.Sc. in Nankai University, 2021-2024, B.Sc. in Wuhan University, now AI engineer in Research Institute of United Imaging Intelligence, Beijing.
Yan Gao, Part-time M.Sc. in Nankai University, 2022-2024, B.Sc. in Beijing Jiaotong University
Yue Yang, Part-time M.Sc. in Nankai University, 2022-2024, B.Sc. in Northwest University
Yuchen Yang, M.Sc. in Nankai University, 2022-2025, B.Sc. in Nankai University, now Ph.D. student in Westlake University
Tianyi Xu, M.Sc. in Nankai University, 2022-2025, B.Sc. in Sichuan University
Zeya Song, M.Sc. in Nankai University (co-supervised with Prof. Changliang Zou), 2022-2025, B.Sc. in Beijing University of Technology, now work in Institute 706, The Second Academy China Aerospace Science & Industry Corp., Beijing
Yijie Zhou, M.Sc. in Nankai University, 2023-2025, B.Sc. in Beijing Normal University, now work in Tencent
Fengwei Yang, M.Sc. in Nankai University (co-supervised with Prof. Hui Lei), 2023-2025, B.Sc. in Beijing University of Technology, now work in China National Pharmaceutical Group Corporation, Beijing
Qiujia He, M.Sc. in Nankai University(co-supervised with Prof. Lei Yu), 2023-2025, B.Sc. in Nankai University, now work in Postal Savings Bank of China (Head Office), Tianjin
Wei Si, M.Sc. in Nankai University, 2023-2025, B.Sc. in Shandong University, now work in ICBC (Head Office), Tianjin
Shiji Ao, M.Sc. in Nankai University, 2023-2025, B.Sc. in Tianjin University, now work in Agricultural Bank of China (Head Office), Beijing
Zhiyi Cui, M.Sc. in Nankai University (co-supervised with Prof. Long Feng), 2023-2025, B.Sc. in Shandong University, now work in Liaoning Provincial Bureau of Statistics, Shenyang
All things are difficult before they are easy.
— Thomas Fuller
All things are difficult before they are easy.
— Thomas Fuller