人物經歷
2015.08-2018.06,南京大學信息與通信工程專業博士。
2018.08-2020.10,電子科技大學博士後(合作導師:朱策教授)。
2019.08-2023.06,新加坡南洋理工大學研究員。
2023.07-2024.04,新加坡南洋理工大學高級研究員。
2024.04- ,吉林大學教授、博導。
主要成就
研究方向
從事圖像視頻處理、稀疏信號處理、機器學習與人工智慧方面的研究工作。
發表論文
1. Zhiyuan Zha, Bihan Wen, Xin Yuan, Saiprasad Ravishankar, Jiantao Zhou and Ce Zhu, "Learning Nonlocal Sparse and Low-Rank Models for Image Compressive Sensing: Nonlocal sparse and low-rank modeling," in IEEE Signal Processing Magazine (SPM), vol. 40, no. 1, pp. 32-44, Jan. 2023. (中科院1區)
2. Zhiyuan Zha, Xin Yuan, Bihan Wen, Jiantao Zhou, Jiachao Zhang and Ce Zhu, "A Benchmark for Sparse Coding: When Group Sparsity Meets Rank Minimization", IEEE Transactions on Image Processing (TIP), vol. 29, pp. 5094-5109, 2020. (中科院1區、CCF A)
3. Zhiyuan Zha, Bihan Wen, Xin Yuan, Jiantao Zhou and Ce Zhu, "Image Restoration via Reconciliation of Group Sparsity and Low-Rank Models", IEEE Transactions on Image Processing (TIP), vol. 30, pp. 5223-5238, 2021. (中科院1區、CCF A)
4. Zhiyuan Zha, Xin Yuan, Bihan Wen, Jiantao Zhou, Jiachao Zhang and Ce Zhu", From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image Restoration", IEEE Transactions on Image Processing (TIP), vol. 29, pp. 3254-3269, 2020. (中科院1區、CCF A)
5. Zhiyuan Zha, Xin Yuan, Jiantao Zhou, Ce Zhu and Bihan Wen, "Image Restoration via Simultaneous Nonlocal Self-similarity Priors", IEEE Transactions on Image Processing (TIP), vol. 29, pp. 8561-8576, 2020. (中科院1區、CCF A)
6. Zhiyuan Zha, Bihan Wen, Xin Yuan, Joey Tianyi Zhou, Jiantao Zhou and Ce Zhu, "Triply Complementary Priors for Image Restoration", IEEE Transactions on Image Processing (TIP), vol. 30, pp. 5819-5834, 2021. (中科院1區、CCF A)
7. Zhiyuan Zha, Xin Yuan, Bihan Wen, Jiantao Zhou and Ce Zhu, "Group Sparsity Residual Constraint with Non-Local Priors for Image Restoration", IEEE Transactions on Image Processing (TIP), vol. 29, pp. 8960-8975, 2020. (中科院1區、CCF A)
8. Zhiyuan Zha, Xin Yuan, Bihan Wen, Jiachao Zhang, Jiantao Zhou and Ce Zhu, "Image Restoration Using Joint Patch-Group-Based Sparse Representation", IEEE Transactions on Image Processing (TIP), vol. 29, pp. 7735-7750, 2020. (中科院1區、CCF A)
9. Zhiyuan Zha, Bihan Wen, Xin Yuan, Jiantao Zhou, Ce Zhu and Alex Chichung Kot", A Hybrid Structural Sparsification Error Model for Image Restoration", IEEE Transactions on Neural Networks and Learning System (TNNLS), vol. 33, no. 9, pp. 4451-4465, Sept. 2022. (中科院1區)
10. Zhiyuan Zha, Bihan Wen, Xin Yuan, Jiantao Zhou, Ce Zhu and Alex Chichung Kot, "Low-Rankness Guided Group Sparse Representation for Image Restoration", IEEE Transactions on Neural Networks and Learning Systems, vol. 34, no. 10, pp. 7593-7607, Oct. 2023. (中科院1區)
11. Zhiyuan Zha, Xin Yuan, Bihan Wen, Jiachao Zhang and Ce Zhu, "Nonconvex Structural Sparsity Residual Constraint for Image Restoration", IEEE Transactions on Cybernetics (TCYB), vol. 52, no. 11, pp. 12440-12453, Nov. 2022. (中科院1區)
12. Zhiyuan Zha, Bihan Wen, Xin Yuan, Jiachao Zhang, Jiantao Zhou, Xudong Jiang and Ce Zhu, "Multiple Complementary Priors for Multispectral Image Compressive Sensing Reconstruction", IEEE Transactions on Cybernetics (TCYB), 2023. (中科院1區)
13. Zhiyuan Zha, Bihan Wen, Xin Yuan, Jiachao Zhang, Jiantao Zhou, Yilong Lu and Ce Zhu. "Nonlocal Structured Sparsity Regularization Modeling for Hyperspectral Image Denoising", IEEE Transactions on Geoscience and Remote Sensing (TGRS), vol. 61, pp. 1-16, 2023. (中科院1區)
14. Zhiyuan Zha, Xin Liu, Xiaohua Huang, Henglin Shi, Yingyue Xu, Qiong Wang, Lan Tang and Xinggan Zhang, "Analyzing the Group Sparsity based on the Rank Minimization Methods". In 17th IEEE International Conference on Multimedia and Expo (ICME), Hong Kong, pp. 883-888, 2017. (CCF B)
15. Zhiyuan Zha, Bihan Wen, Xin Yuan, Jiantao Zhou and Ce Zhu, "Reconciliation of Group Sparsity and Low-Rank Models for Image Restoration". In 20th IEEE International Conference on Multimedia and Expo (ICME), London, United Kingdom, pp. 1-6, 2020. (CCF B)
承擔項目
1. Theoretically-Grounded and Robust Artificial Intelligence for Real-World Challenges,南洋助理教授啟動資金項目, 2019年4月至 2023年3月,主要參與人。
2. 機場場面多源廣域監視數據的智慧型聯合編碼, 國家自然科學基金委員會聯合基金項目,2020年1月至2023年12月,參與人。
科研成果獎勵
1. 榮獲2017年IEEE多媒體旗艦會議IEEE International Conference on Multimedia and Expo 最佳論文鉑金獎(第一作者,CCF B類會議)
2. 榮獲2020年IEEE多媒體旗艦會議IEEE International Conference on Multimedia and Expo 最佳論文亞軍獎(第一作者,CCF B類會議)