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Long Peng

Ph.D
University of Science and Technology of China
longp2001 (at) mail.ustc.edu.cn


About Me

Hi, I am Long Peng (彭龙), born in 2001. I pursued my Master’s degree at the University of Science and Technology of China (USTC) from 2022 to 2024. Currently, I am a Ph.D. student (2024–2027) at USTC, working under the supervision of Prof. Zheng-Jun Zha, Associate Prof. Yang Cao, and Associate Prof. Yang Wang.

From October 2023 to October 2024, I interned at Huawei Noah’s Ark Lab, where I had the privilege of being supervised by Dr. Wenbo Li and Dr. Renjing Pei.

My research interests: include but are not limited to Real-World Super-Resolution [Real SR], Low-Level Vision, and Artificial Intelligence Generated Content [AIGC].

If you are interested in my research or have any questions, suggestions, or collaboration ideas, please feel free to contact me at Email: longp2001@mail.ustc.edu.cn, WeChat: 17370780725.

News

Publications [Google Scholar]

    * indicates contributed equally and is corresponding author.

  1. Preprint
    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. *Co-first Author
    Under Review, 2025.
    PDF Code Project Page

  2. CVPR2025
    QMambaBSR: Burst Image Super-Resolution with Query State Space Model
    Di, Xin *, Long Peng *, Peizhe Xia, Wenbo Li, Renjing Pei, Yang Cao, Yang Wang, Zheng-Jun Zha. Project Leader, Co-first Author.
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025
    PDF

  3. Preprint
    Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration
    Long Peng*, Xin Di*, Zhanfeng Feng, Wenbo Li, Renjing Pei, Yang Wang, Xueyang Fu, Yang Cao, Zheng-Jun Zha
    Under Review, 2025.
    PDF Code

  4. ICLR2025
    Towards Realistic Data Generation for Real-World Super-Resolution
    Long Peng, Wenbo Li, Renjing Pei, Jingjing Ren, Jiaqi Xu, Yang Wang, Yang Cao, Zheng-Jun Zha
    The Thirteenth International Conference on Learning Representations (ICLR), 2025
    PDF Code

  5. AAAI'25
    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.

  6. TMM'24
    Lightweight Adaptive Feature De-drifting for Compressed Image Classification
    Long Peng, Yang Cao, Yuejin Sun, Yang Wang
    IEEE Transactions on Multimedia (TMM), 2024
    PDF Code

  7. Preprint
    Efficient Real-world Image Super-Resolution Via Adaptive Directional Gradient Convolution
    Long Peng, Yang Cao, Renjing Pei, Wenbo Li, Jiaming Guo, Xueyang Fu, Yang Wang, Zheng-Jun Zha
    Under Review, 2024.
    PDF Code

  8. Preprint
    Unveiling Hidden Details: A RAW Data-Enhanced Paradigm for Real-World Super-Resolution
    Long Peng, Wenbo Li, Jiaming Guo, Xin Di, Haoze Sun, Yong Li, Renjing Pei, Yang Wang, Yang Cao, Zheng-Jun Zha
    Under Review, 2024.
    PDF Code

  9. Preprint
    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. Project Leader, Co-first Author.
    Under Review, 2024.
    PDF

  10. NIPS'24
    Ultrapixel: Advancing ultra-high-resolution image synthesis to new peaks
    Jingjing Ren, Wenbo Li, Haoyu Chen, Renjing Pei, Bin Shao, Yong Guo, Long Peng, Fenglong Song, Lei Zhu
    Neural Information Processing Systems, 2024
    PDF

  11. ICASSP'24
    Latent Degradation Representation Constraint for Single Image Deraining
    Yuhong He *, Long Peng *, Lu Wang, Jun Cheng (*Co-first author). Work done during undergraduate thesis.
    IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024.
    PDF Code

  12. TAI'2023
    Brightness Perceiving for Recursive Low-Light Image Enhancement
    Haodian Wang*, Long Peng*, Yuejin Sun, Zengyu Wan, Yang Wang, Yang Cao (*Co-first author)
    IEEE Transactions on Artificial Intelligence (TAI), 2023
    PDF

  13. CVPR'2023
    Decoupling-and-Aggregating for Image Exposure Correction
    Yang Wang*, Long Peng*, Liang Li, Yang Cao, Zheng-Jun Zha (*Co-first author, First student author)
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
    PDF Code

  14. SPIC'2021
    Ensemble Image Deraining Network via Progressive Structural Boosting Constraints
    Long Peng, Aiwen Jiang, Haoran Wei, Bo Liu, Mingwen Wang
    Signal Processing Image Communication, 2021
    PDF Code

  15. SPL'2020
    Cumulative rain density sensing network for single image derain
    Long Peng, Aiwen Jiang, Qiaosi Yi, Mingwen Wang
    IEEE Signal Processing Letters (SPL), 2020
    PDF Code

Competition

  1. New Trends in Image Restoration and Enhancement CVPR Workshop 2024
    Organized by CVPR2024
    NTIRE 2024 Efficient Image Super-Resolution Challenge. Runner-up Winner

  2. AIS CVPR Workshop 2024
    Organized by CVPR2024
    Real-Time 4K Super-Resolution of Compressed AVIF Images. Runner-up Winner

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