DMEDH: Diffusion Model-boosted Multiplane Extrapolation for Digital Holographic Reconstruction (Submitted to Optics Express, JCR-Q2, First author)
updated after the manuscript accepted.
CV
Education
- 2025.09(expected), Looking for Ph.D opportunities
- 2022.09 - 2025.06(expected), Artificial Intelligence, Nanchang University.
In September 2022, I was selected as a candidate for the artificial intelligence experimental class with a ranking of 13/198 in the overall quality of computer science and passed the interview. (About 5%)
- 2021.09 - 2022.09, Computer Science, Nanchang University.
Scholarships
- Huawei “Smart Base” Scholarship, December, 2023
- Huawei “Smart Base” Scholarship, December, 2022
- Nanchang University First Prize Scholarship, September, 2022
Research experience
- October 2022 - Present: Research intern
- Nanchang University
- Explored the role of diffusion models in computational imaging (such as digital holographic imaging and scattering medium imaging), aiming to improve the quality of image reconstruction by extracting prior information.The proposed method can improve the quality of digital holographic image reconstruction while saving the cost of optical devices.
- Advisors: Professor Qiegen Liu and Wenbo Wan
Honors and Awards
15 awards at the provincial level or above in competitions such as artificial intelligence, mathematical modeling, innovation and entrepreneurship (including 6 national-level awards and 3 awards for the only winning team in the school)
- Best Poster Award of the 6th Symposium on Computational Imaging Technology and Applications (First Author), May, 2024
- Bronze Award in the 14th Challenge Cup College Student Entrepreneurship Plan Competition (Team Captain), April, 2024
- First prize in the fifth Global Campus Artificial Intelligence Algorithm Elite Competition (Team Captain), December, 2023
- First Prize in the 14th Blue Bridge Cup Special Competition (Student Group), November, 2023
- H Prize in the 2023 American College Student Mathematical Modeling Competition (Ratio: 25%), July, 2023
- Bronze Award in the China College Students’ ‘Internet’ Innovation and Entrepreneurship Competition, July, 2023
- Third Prize in the 25th China Robot and Artificial Intelligence Competition (Vice-captain), May, 2023
- First Prize in the 13th MathorCup College Mathematical Modeling Challenge (Team Captain), May, 2023
- First Prize in the Big Data Competition at the 3rd MathorCup College Mathematical Modeling Challenge, March, 2023
- First Prize of the 3rd Jiangxi Province Student Artificial Intelligence Science and Technology Competition (Team Captain), November, 2022
- …
Publications
HoloDiffusion: Sparse Digital Holographic Reconstruction via Diffusion Modeling (JCR-Q3, Co-first author)
Zhang L, Gao S, Tong M, Huang Y, Zhang Z, Wan W, Liu Q. HoloDiffusion: Sparse Digital Holographic Reconstruction via Diffusion Modeling. Photonics. 2024, 11(4):388. https://doi.org/10.3390/photonics11040388
Imaging through scattering media via generative diffusion model (JCR-Q2, Third author)
Chen ZY, Lin BY, Gao SY, Wan WB, Liu QG. Imaging through scattering media via generative diffusion model.Appl. Phys. Lett., 2024, 124: 051101.
ARA-Net: An Attention-Aware Retinal Atrophy Segmentation Network Coping With Fundus Images (JCR-Q2, Third author)
Chen L, Zhou YY, Gao SY, Li MY, Tan H, Wan ZJ. ARA-net: an attention-aware retinal atrophy segmentation network coping with fundus images. Frontiers in Neuroscience, 2023, 17: 1174937.
Invent patents
- A Sparse Digital Holographic Image Reconstruction Method (student first author), Entered the substantive examination stage on May 24
- A dual-channel prior-constrained multi-distance lensless digital holographic reconstruction method (student first author), in the application
National College Students Innovation and Entrepreneurship Training Program
- Terahertz medical imaging research based on deep learning (project leader), June, 2023 - June, 2024
- Research on brain tumor image segmentation methods based on deep learning (core member), June, 2022 - June, 2024
Academic practice
- Liaison officer for core journal “Telecommunication Technology”, June, 2023 - Present
- AI Researcher at the World Institute of Political Science and Technology, December, 2023 - Present
- Student member of JiangSu Association of Artificial Intelligence (JSAI), December, 2023 - Present
- Member of China society of image and graphics (CSIG), May, 2023 - Present
- Outstanding Academic Correspondent in CAAI Transactions on Intelligence Technology, January, 2024 - May, 2024
- Internship at the winter camp of Institute for AI Industry Research, Tsinghua University, January, 2024 - March, 2024
- Introduction to Machine Learning and Artificial Intelligence from Carnegie Mellon University (Course completed with A+ grade), December, 2022
Project experience
- Shanghai Guangke Information Technology (Group) Co., Ltd. —— Project Manager (work online most), October, 2022 - Present
- Tianjin Zhishan Information Technology Co., Ltd. —— Co-founder and CTO (work online most), December, 2022 - Present
Youth Organizations
- Invited to attend the Youth Cooperation and Development Summit (hosted by Schwarzman Scholars, Tsinghua University), December, 2023
- Invited as a guest of the World Citizen Year-YouthΠ and accepted an online interview, July, 2023
- Elected as the monitor of the Dream Workshop Youth sponsored by the National Talent Mobility Center, July, 2023
- Co-founder of the College Student Growth Community of the Alliance of the Most Good, December, 2022 - Present
Club experience
- Co-founder and current president of the Student Open Source Maker Association of the School of Information Engineering of Nanchang University, April, 2023 - Present
- Introduction: The club is the only multidisciplinary academic club at Nanchang University with artificial intelligence as its core. It was jointly initiated by three students, Runmin Jiang, Songyang Gao and Ke Chen, and assisted by teachers from the Department of Artificial Intelligence of the School of Information Engineering. It was established in April 2023 under the management of the School of Information Engineering.
- Education feedback: Members have made great contributions to the development of students and the college by obtaining national-level innovation and entrepreneurship project approval, core journal liaison officers, national awards in the National College Student Intelligent Car Competition, provincial awards in the Internet + College Student Innovation and Entrepreneurship Competition, etc. through the club.
- The purpose of the Open Source Makers Association is to be open, inclusive, innovative, and inheritance, to gather talents and resources, and to go beyond Jiangxi and go nationwide.
Skills
- Language: proficient in Python; competent in C/C++.
- Computer Vision: Proficient in using the PyTorch framework, with the ability to reproduce mainstream deep learning algorithms such as diffusion models.
- Tool: competent in Visio, Docker, Git.