I am Liyan Wang, currently a PhD student at the Dalian University of Technology, supervised by Prof. Zhixun Su. I received the Master's degree and the Bachelor's Degree in computer science and technology from the School of Computer Science and Artificial IIntelligence, Liaoning Normal University. My research interests include computer vision and deep learning.
Research
I'm interested in general image restoration and UHD image restoration based on deep learning, including super-resolution, denoising, deraining, dehazing, etc. And my recent works mainly focus on diffusion model with application in computer vision.
Publications
Adapting Large VLMs with Iterative and Manual Instructions for Generative Low-light Enhancement
Xiaoran Sun, Liyan Wang (共一), Yeying Jin, Kin-man Lam, Zhixun Su*, Yang Yang, Jinshan Pan, Cong Wang
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2026 Findings, 2026  
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Neural Discrimination-Prompted Transformers for Efficient UHD Image Restoration and Enhancement
Cong Wang, Jinshan Pan, Liyan Wang, Wei Wang, and Yang Yang
International Journal of Computer Vision (中科院二区/CCF-A), 2026  
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Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven Solution