I am an undergraduate student of School of Intelligence Science and Technology, Nanjing University where I have the privilege of conducting research under the supervision of Prof. Kai Zhang.
Previously, I am a Research Assistant in XLANG Lab supervised by Prof. Tao Yu and focus mainly on VLA (Vision-Language Action).
Now, I am a Research Intern in Qwen supervised by Shuai Bai, and also focus on the VLA!
My research interest includes Multimodal Learning.
Feel free to reach out to me if you are interested.
🔥 News
- 2025.06: 🎉🎉 Reverse Convolution and Its application to Image Restoration is accepted by ICCV2025.
📝 Publications
ICCV 2025

Reverse Convolution and Its application to Image Restoration
Xuhong Huang*, Shiqi Liu*, Kai Zhang†, Ying Tai, Jian Yang, Hui Zeng, Lei Zhang
- We propose a novel depthwise reverse convolution operator as a first-step exploration to effectively reverse the depthwise convolution by formulating and solving a regularized least-squares optimization problem.
🎖 Honors and Awards
- 2025.12 Nanjing University Top-Grade Scholarship,the highest honor in the university, awarded to only 13 students university-wide.
- 2025.10 Yanbao Scholarship (Top1).
- 2024.10 National Scholarship (Top5).
📖 Educations
- 2022.09 - Now, B.S. Nanjing University, School of Intelligence Science and Technology.