张欣欣，博士，副教授，硕士生导师。2020年7月毕业于香港中文大学，取得博士学位。主要从事图像处理和计算机视觉方面的研究，目前具体的研究方向为三维重建，图像配准，图像增强。入选山东省青年科技人才托举计划，主持国家自然科学基金青年项目、山东省自然科学基金青年项目、面上项目、企事业单位委托科研课题。在TIP、TCSVT、TMM等国际期刊和国际会议上发表学术论文若干篇，取得多项国内外授权发明专利，并担任TIP、TMM、TCSVT、CVPR等国际期刊、会议审稿人。

Research Area

Image Processing

     -Image registration

    - 3D reconstruction

     -Image and video enhancement and restoration (image deblurring, image reflection removal, image super-resolution)

招生信息

招生类别  招生专业（2026年度招生名额，？表示未知）

学术型硕士 软件工程（0），人工智能（0）

专业型硕士 软件工程（0），电子信息-人工智能方向（0）

招生要求及说明：

我：提供良好的科研环境，轻松的科研氛围，定期组会，进行科研指导，尽力在就业和深造方面提供帮助。

你：自驱力强，服从导师的工作安排，乐观开朗。

特别注意：虽自认为不算很push，但拒绝躺平心态，请有此意向的同学勿扰。

有意向的硕士考生请在确认被录取后与我联系。

常年招收本科生科研助理，欢迎有意向做科研的优秀本科生联系。

Project

Image Registration  Click to find more information: Image registration results

Image Deblurring   Click to find more information：Image deblurring

Image Reflection Removal   Click to find more information：Image reflection removal

Funding

1.国家自然科学基金青年项目，主持

2.山东省自然科学基金青年项目，主持

3.山东省自然科学基金面上项目，主持

4.山东省青年科技人才托举工程，主持

5.企事业单位委托科研课题，主持

6.山东大学本科教育教学改革研究项目，主持

Selected Publications

* corresponding author

1. Yongshun Gong, Piao Yu, Xu Zhang, Xinxin Zhang, Xiushan Nie, Haoliang Sun, Exploiting dynamic spatio-temporal correlations for origin-destination demand prediction. Expert Syst. Appl. 299: 130095 (2026). (中科院JCR一区)

2. Hao Fang,  Tong Zhang, Xiaofei Zhou, Xinxin Zhang*. Learning Better Video Query with SAM for Video Instance Segmentation [J].  IEEE Transactions on Circuits and Systems for Video Technology, 2025. (中科院JCR一区)
   

3. Yong Wang, Xiaoyu Li, Xinxin Zhang, Rui Liu, Yongshun Gong, PartialST: partial spatial-temporal learning for urban flow prediction. Neural Comput. Appl. 37(8): 6053-6066 (2025)

4. Ren Wang, Haoliang Sun, Yuxiu Lin, Xinxin Zhang, Yilong Yin，Improving Generalization in Meta-Learning via Meta-Gradient Augmentation. IJCAI 2025: 6388-6396（CCF-A）

5.  Bingting Li,  Xinxin Zhang*, Wenjing Shang, Yongshun Gong, Qiangchang Wang, Yilong Yin. Disparity-Guided Cross-View Transformer For Stereo Image Super-Resolution [C].   IEEE International Conference on Acoustics, Speech, and Signal Processing, 2025. (CCF-B)

6.  Jinglin Zhang, Qiangchang Wang, Xinxin Zhang, Yilong Yin. LOFI: Harnessing Attention Dynamics for Facial Expression Recognition with Noisy Labels [C].   IEEE International Conference on Acoustics, Speech, and Signal Processing, 2025. (CCF-B)

7. Zhenhua Bai, Qiangchang Wang, Lu Yang, Xinxin Zhang, Yanbo Gao, Yilong Yin, Diverse Information Aggregation with Adaptive Graph Construction and prompts for deepfake detection. Image Vis. Comput. 162: 105682 (2025)

8.  Piao Yu, Xu Zhang, Yongshun Gong, Jian Zhang, Haoliang Sun, Junjie Zhang, Xinxin Zhang, Yilong Yin, Enhancing origin-destination flow prediction via bi-directional spatio-temporal inference and interconnected feature evolution. Expert Syst. Appl. 264: 125679 (2025) (中科院JCR一区)

9.  Zhaohui Li, Qiangchang Wang, Lu Chen, Xinxin Zhang, Yilong Yin. Cascaded Cross-modal Alignment for Visible-Infrared Person Re-Identification [J]. Knowledge-Based Systems, 2024. (中科院JCR一区)

10.  Xinxin Zhang,  Wenjing Shang, Qiangchang Wang, Yongshun Gong, Qifang Liu. Spatio-Temporal Multi-Image Reflection Removal [J] IEEE Signal Processing Letters,2024. (中科院JCR二区)

11.  Hao Fang, Peng Wu, Yawei Li, Xinxin Zhang, and Xiankai Lu. Unified Embedding Alignment for Open-Vocabulary Video Instance Segmentation [C]. European Conference on Computer Vision, 2024. （CCF-B）

12.  Xinxin Zhang,  Xiankai Lu, Jizhou Li, Yongshun Gong, Qiangchang Wang, Yilong Yin. Two-phase Parametric Registration for Retinal Images [C]. IEEE Conference on Multimedia Expo, 2024. （CCF-B）

13.  Jin Huang, Yongshun Gong, Yang Shi, Xinxin Zhang, Jian Zhang, Yilong Yin. Focusing on Subtle Differences: A Feature Disentanglement Model for Series Photo Selection [J]. IEEE Transactions on Multimedia, 2024. (中科院JCR一区)

14.  Shilu Yuan, Dongfeng Li, Wei Liu, Xinxin Zhang, Meng Chen, Junjie Zhang, Yongshun Gong. Fine-Grained Urban Flow Inference with Dynamic Multi-scale Representation Learning [C]. 29th International Conference on Database Systems for Advanced Applications (DASFAA 2024) . （CCF-B）

15.  Xinxin Zhang,  Kaixin Xing, Qifang Liu, Da Chen, Yilong Yin. Single Image Reflection Removal Based on Dark Channel Sparsity Prior [J].  IEEE Transactions on Circuits and Systems for Video Technology, 2023. (中科院JCR一区)

16.  Mengyi Wang, Xinxin Zhang*, Yongshun Gong, Yilong Yin. Personalized Single Image Reflection Removal Network through Adaptive Cascade Refinement [C]. ACM Multimedia, 2023. （CCF-A）

17.  Xu Zhang, Yongshun Gong, Xinxin Zhang, Xiaoming Wu, Chengqi Zhang, Xiangjun Dong. Mask- and Contrast-Enhanced Spatio-Temporal Learning for Urban Flow Prediction [C]. CIKM, 2023. （CCF-B）

18.  Xinxin Zhang, Ronggang Wang, Da Chen, Yang Zhao, Wen Gao. Handling Outliers by Robust M-estimation in Blind Image Deblurring [J]. IEEE Transactions on Multimedia, 2021, 23: 3215 - 3226. (中科院JCR一区)

19.  Da Chen, Jian Zhu, Xinxin Zhang, Minglei Shu, Laurent D. Cohen. Geodesic Paths for Image Segmentation with Implicit Region-based Homogeneity Enhancement [J]. IEEE Transactions on Image Processing，2021, 30: 5138-5153.(中科院JCR一区)

20.  Xinxin Zhang*, Christopher Gilliam, Thierry Blu. All-pass Parametric Image Registration [J]. IEEE Transactions on Image Processing，2020, 29: 5625-5640.(中科院JCR一区)

21.  Xinxin Zhang*, Christopher Gilliam, Thierry Blu. Parametric Registration for Mobile Phone Images[C]. 2019 IEEE International Conference on Image Processing. IEEE, 2019: 1312-1316 

22.  Xinxin Zhang*, Christopher Gilliam, Thierry Blu. Iterative Fitting After Elastic Registration: An Efficient Strategy for Accurate Estimation of Parametric Deformations [C]. 2017 IEEE International Conference on Image Processing. IEEE, 2017: 1492-1496. 

23.  Xinxin Zhang, Ronggang Wang, Xiubao Jiang, Wenmin Wang, Wen Gao. Spatially Variant Defocus Estimation and Deblurring from a Single Image [J]. Journal of Visual Communication and Image Representation, 2016, 35: 257-264. 

24.  Xinxin Zhang, Ronggang Wang, Yonghong Tian, Wenmin Wang, Wen Gao. Image Deblurring Using Robust Sparsity Priors [C]. 2015 IEEE International Conference on Image Processing. IEEE, 2015: 138-142. 

Patents

1. 基于Mamba的跨视图双目图像超分辨重建方法及系统

2. 基于两阶段参数化形变建模的眼底图像配准方法及系统

3. 基于图像到图像翻译的医学图像配准方法及系统
   

4. 基于时空信息的多张图像去反光方法及系统

5. 基于视差引导的双目图像超分辨重建方法及系统

6. 基于时空信息的多张图像去反光方法及系统

7. 自适应单张图像反光去除方法、装置、设备及存储介质

8. 单张图像去反光方法、装置、设备及存储介质

9. Xinxin Zhang, Ronggang Wang, Zhenyu Wang, Wen Gao，Method and system for image de-blurring （美国）

10. Ronggang Wang, Xinxin Zhang, Zhenyu Wang，Wen Gao, Image deblurring method based on bright fringe information in image（美国）

11. Ronggang Wang, Xinxin Zhang, Zhenyu Wang，Wen Gao, Deblurring method and device for out-of-focus blurred image（美国）

12. 王荣刚，张欣欣，王振宇, “图像去模糊软件 V1.0”

13. 张欣欣，王荣刚，王振宇，高文，图像去模糊方法及系统（中国）

14. 王荣刚，张欣欣，王振宇，高文，一种失焦模糊图像的去模糊方法和装置（中国）

15.  王荣刚，张欣欣，王振宇，高文，基于图像中亮条纹信息的图像去模糊方法（中国）

Award

济南市优秀自然科学学术成果二等奖

山东省人工智能科技进步一等奖

青岛市科学技术二等奖

山东大学青年教师教学比赛二等奖

软件学院青年教师教学比赛一等奖

Teaching

1. 工程数学（硕士研究生）

2. 概率与统计

3. 深度学习及应用

4. 机器学习平台与实践(双语)

5. 数理逻辑和数学分析(双语)