About

Hello! I’m Zhongxing Zhang, a Ph.D. student in Computer Science at the University of Minnesota, Twin Cities. My research interests include Machine Learning, Data Mining, and Computer Vision, particularly in image restoration and image super-resolution. Prior to that, I received my Master and Bachelor degrees in Shandong University of Finance and Economics, where I was advised by Prof. Hui Liu.

Research Interests

Image Restoration: Innovating approaches to enhance image quality and recover image details.
Image Super-resolution: Developing algorithms for improving image resolution using low-rank prior and probability-inducing nuclear norm minimization.

Education

Ph.D. in Computer Science, University of Minnesota, Twin Cities, 2029 Expected
M.Eng. in Digital Media Technology, Shandong University of Finance and Economics, 2023
B.Eng. in Computer Science and Technology, Shandong University of Finance and Economics, 2018

Publications

Single Image Super-resolution Reconstruction Using Non-local Low-rank Prior
Super-resolution Reconstruction Using Probability Model Combined with Non-local Low-rank Prior
Image Restoration Using Probability-inducing Nuclear Norm Minimization

Technical Skills

Programming Languages: Python, MATLAB, Java, C/C++, SQL, JavaScript, HTML/CSS
Developer Tools: PyCharm, Git, Docker, GCP, Visual Studio Code, Microsoft Visual Studio, Eclipse
Libraries: PyTorch, pandas, NumPy, Matplotlib, seaborn, scikit-learn

Experience

Graduate Research Assistant
- Conducted extensive experiments on image super-resolution and denoising using various datasets.
- Developed innovative algorithms for image enhancement and reconstruction.
Volunteer Teacher
- Taught multiple subjects including Chemistry, English, Mathematics, and Computer Science.
- Organized environmental protection actions and public welfare activities.

Achievements and Awards

National Scholarship for Graduate Student
Postgraduate Research Scholarship
President Scholarship
Excellent Volunteer of China Western Volunteer Program