🧍♂️ Biography
Hi, I am Xin Di (狄昕), a graduate student at the University of Science and Technology of China (USTC), working under the supervision of Prof. Zheng-Jun Zha, Associate Prof. Yang Cao, and Associate Prof. Yang Wang.
My research interests: include but are not limited to Burst Super-Resolution [BurstSR], Low-Level Vision, and Space-time Video Super-resolution [STVSR].
If you are interested in my research or have any questions, suggestions, or collaboration ideas, please feel free to contact me at Email: dx9826@mail.ustc.edu.cn.
🔥 News
- 2025.05: One paper is accepted by IJCAI 2025.
- 2025.02: One paper is accepted by CVPR 2025.
- 2024.12: One paper is accepted by AAAI 2025.
- 2024.3: Win the 2nd Place of Real Time Super-Resolution Challenge (CVPR2024W).
- 2024.3: Wins the 2nd Place of Efficient Super-Resolution Challenge (CVPR2024W).
📝 Publications

QMambaBSR: Burst Image Super-Resolution with Query State Space Model
Xin Di, Long Peng, Peizhe Xia, Wenbo Li, Renjing Pei, Yang Cao, Yang Wang, Zheng-Jun Zha. First Author.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025
Keywords
- Low-Level Vision
- Burst Super-resolution

Long Peng, Xin Di, Zhanfeng Feng, Wenbo Li, Renjing Pei, Yang Wang, Xueyang Fu, Yang Cao, Zheng-Jun Zha. Co-first Author.
International Joint Conference on Artificial Intelligence (IJCAI) 2025
Keywords
- Low-Level Vision
- Image Restoration

PMQ-VE: Progressive Multi-Frame Quantization for Video Enhancement
ZhanFeng Feng, Long Peng, Xin Di, Yong Guo, Wenbo Li, Yulun Zhang, Renjing Pei, Yang Wang, Yang Cao, Zheng-Jun Zha.Co-first Author.
Under Review
Keywords
- Low-Level Vision
- Video Enhancement

Pixel to Gaussian: Ultra-Fast Continuous Super-Resolution with 2D Gaussian Modeling
Long Peng, Anran Wu, Wenbo Li, Peizhe Xia, Xueyuan Dai, Xinjie Zhang, Xin Di, Haoze Sun, Renjing Pei, Yang Wang, Yang Cao, Zheng-Jun Zha.
Under Review
Keywords
- Low-Level Vision
- Image Restoration

Boosting Image De-raining Via Central-Surrounding Synergistic Convolution
Long Peng, Yang Wang, Xin Di, Peizhe Xia, Xueyang Fu, Yang Cao, Zheng-Jun Zha.
AAAI Conference on Artificial Intelligence, 2025.
Keywords
- Low-Level Vision
- Derain

S3Mamba: Arbitrary-Scale Super-Resolution via Scaleable State Space Model
Peizhe Xia, Long Peng , Xin Di, Renjing Pei, Yang Wang, Yang Cao, Zheng-Jun Zha.
Under Review
Keywords
- Low-Level Vision
- Arbitrary-Scale Super-Resolution
💻Competitions

[New Trends in Image Restoration and Enhancement CVPR Workshop 2024]
Organized by CVPR2024.
NTIRE 2024 Efficient Image Super-Resolution Challenge.
Runner-up Winner
Keywords
- Low-Level Vision
- Super-Resolution

[AIS CVPR Workshop 2024]
Organized by CVPR2024.
Real-Time 4K Super-Resolution of Compressed AVIF Images.
Runner-up Winner
Keywords
- Low-Level Vision
- Super-Resolution