Publications

† Equal Contribution, * Corresponding Author(s)

2025

  1. arXiv
    QuantCache：Adaptive Importance-Guided Quantization with Hierarchical Latent and Layer Caching for Video Generation
    Junyi Wu†, Zhiteng Li†, Zheng Hui, Yulun Zhang*, Linghe Kong, and Xiaokang Yang
    arXiv preprint arXiv:2503.06545 (arXiv), 2025
    PDF Code
  2. arXiv
    AdaSVD: Adaptive Singular Value Decomposition for Large Language Models
    Zhiteng Li†, Mingyuan Xia†, Jingyuan Zhang, Zheng Hui, Linghe Kong*, Yulun Zhang*, and Xiaokang Yang
    arXiv preprint arXiv:2502.01403 (arXiv), 2025
    PDF Code
  3. arXiv
    One-Step Diffusion Model for Image Motion-Deblurring
    Xiaoyang Liu, Yuquan Wang, Zhen Chen, Jiezhang Cao, He Zhang, Yulun Zhang*, and Xiaokang Yang
    arXiv preprint arXiv:2503.06537 (arXiv), 2025
    PDF Code
  4. arXiv
    QArtSR: Quantization via Reverse-Module and Timestep-Retraining in One-Step Diffusion based Image Super-Resolution
    Libo Zhu†, Haotong Qin†, Kaicheng Yang, Wenbo Li, Yong Guo, Yulun Zhang*, Susanto Rahardj, and Xiaokang Yang
    arXiv preprint arXiv:2503.05584 (arXiv), 2025
    PDF Code
  5. arXiv
    CondiQuant: Condition Number Based Low-Bit Quantization for Image Super-Resolution
    Kai Liu†, Dehui Wang†, Zhiteng Li, Zheng Chen, Yong Guo, Wenbo Li, Linghe Kong*, and Yulun Zhang*
    arXiv preprint arXiv:2502.15478 (arXiv), 2025
    PDF Code
  6. arXiv
    Compression-Aware One-Step Diffusion Model for JPEG Artifact Removal
    Jinpei Guo, Zheng Chen, Wenbo Li, Yong Guo, and Yulun Zhang*
    arXiv preprint arXiv:2502.09873 (arXiv), 2025
    PDF Code
  7. arXiv
    BiMaCoSR: Binary One-Step Diffusion Model Leveraging Flexible Matrix Compression for Real Super-Resolution
    Kai Liu†, Kaicheng Yang†, Zheng Chen, Zhiteng Li, Yong Guo, Wenbo Li, Linghe Kong*, and Yulun Zhang*
    arXiv preprint arXiv:2312.05541 (arXiv), 2025
    PDF Code
  8. arXiv
    Human Body Restoration with One-Step Diffusion Model and A New Benchmark
    Jue Gong†, Jingkai Wang†, Zheng Chen, Xing Liu, Hong Gu, Yulun Zhang*, and Xiaokang Yang
    arXiv preprint arXiv:2502.01411 (arXiv), 2025
    PDF Code
  9. arXiv
    Progressive Binarization with Semi-Structured Pruning for LLMs
    Xianglong Yan†, Tianao Zhang†, Zhiteng Li, and Yulun Zhang*
    arXiv preprint arXiv:2502.01705 (arXiv), 2025
    PDF Code
  10. arXiv
    One Diffusion Step to Real-World Super-Resolution via Flow Trajectory Distillation
    Jianze Li†, Jiezhang Cao†, Yong Guo, Wenbo Li, and Yulun Zhang*
    arXiv preprint arXiv:2502.01993 (arXiv), 2025
    PDF Code
  11. CVPR
    OSDFace: One-Step Diffusion Model for Face Restoration
    Jingkai Wang†, Jue Gong†, Lin Zhang, Zheng Chen, Xing Liu, Hong Gu, Yutong Liu*, Yulun Zhang*, and Xiaokang Yang
    In Computer Vision and Pattern Recognition (CVPR), 2025
    PDF Code Website
  12. CVPR
    PassionSR: Post-Training Quantization with Adaptive Scale in One-Step Diffusion based Image Super-Resolution
    Libo Zhu, Jianze Li, Haotong Qin*, Wenbo Li, Yulun Zhang*, Yong Guo, and Xiaokang Yang
    In Computer Vision and Pattern Recognition (CVPR), 2025
    PDF Code
  13. ICLR
    ARB-LLM: Alternating Refined Binarizations for Large Language Models
    Zhiteng Li†, Xianglong Yan†, Tianao Zhang, Haotong Qin, Dong Xie, Jiang Tian, Zhongchao Shi, Linghe Kong*, Yulun Zhang*, and Xiaokang Yang
    In International Conference on Learning Representations (ICLR), 2025
    PDF Code
  14. ICLR
    GenDataAgent: On-the-fly Dataset Augmentation with Synthetic Data
    Zhiteng Li, Lele Chen, Jerone Andrews, Yunhao Ba, Yulun Zhang, and Alice Xiang
    In International Conference on Learning Representations (ICLR), 2025
    PDF
  15. ICLR
    Gap Preserving Distillation by Building Bidirectional Mappings with A Dynamic Teacher
    Yong Guo, Shulian Zhang, Haolin Pan, Jing Liu, Yulun Zhang, and Jian Chen
    In International Conference on Learning Representations (ICLR), 2025
    PDF
  16. ICLR
    Overcoming False Illusions in Real-World Face Restoration with Multi-Modal Guided Diffusion Model
    Keda Tao, Jinjin Gu, Yulun Zhang, Xiucheng Wang, and Nan Cheng
    In International Conference on Learning Representations (ICLR), 2025
    PDF
  17. ICLR
    Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model
    Chunming He, Chengyu Fang, Yulun Zhang*, Tian Ye, Kai Li, Longxiang Tang, Zhenhua Guo, Xiu Li*, and Sina Farsiu
    In International Conference on Learning Representations (ICLR), 2025
    PDF Code
  18. TPAMI
    S^2-Transformer for Mask-aware Hyperspectral Image Reconstruction
    Jiamian Wang, Kunpeng Li, Yulun Zhang, Xin Yuan, and Zhiqiang Tao
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025
    PDF Code

2024

  1. arXiv
    Grounding-IQA: Multimodal Language Grounding Model for Image Quality Assessment
    Zheng Chen, Xun Zhang, Wenbo Li, Renjing Pei, Fenglong Song, Xiongkuo Min, Xiaohong Liu, Xin Yuan, Yong Guo, and Yulun Zhang*
    arXiv preprint arXiv:2411.17237 (arXiv), 2024
    PDF Code Website
  2. arXiv
    Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment
    Kai Liu†, Ziqing Zhang†, Wenbo Li, Renjing Pei, Fenglong Song, Xiaohong Liu, Linghe Kong*, and Yulun Zhang*
    arXiv preprint arXiv:2410.02505 (arXiv), 2024
    PDF Code
  3. arXiv
    Distillation-Free One-Step Diffusion for Real-World Image Super-Resolution
    Jianze Li, Jiezhang Cao, Zichen Zou, Xiongfei Su, Xin Yuan, Yulun Zhang*, Yong Guo, and Xiaokang Yang
    arXiv preprint arXiv:2410.04224 (arXiv), 2024
    PDF Code
  4. arXiv
    Dual Hyperspectral Mamba for Efficient Spectral Compressive Imaging
    Jiahua Dong, Hui Yin, Hongliu Li, Wenbo Li, Yulun Zhang*, Salman Khan, and Fahad Shahbaz Khan
    arXiv preprint arXiv:2406.00449 (arXiv), 2024
    PDF Code
  5. NeurIPS
    Binarized Diffusion Model for Image Super-Resolution
    Zheng Chen, Haotong Qin*, Yong Guo, Xiongfei Su, Xin Yuan, Linghe Kong, and Yulun Zhang*
    In Advances in Neural Information Processing Systems (NeurIPS), 2024
    PDF Code
  6. NeurIPS
    2DQuant: Low-bit Post-Training Quantization for Image Super-Resolution
    Kai Liu, Haotong Qin, Yong Guo, Xin Yuan, Linghe Kong*, Guihai Chen, and Yulun Zhang*
    In Advances in Neural Information Processing Systems (NeurIPS), 2024
    PDF Code
  7. NeurIPS
    HDR-GS: Efficient High Dynamic Range Novel View Synthesis at 1000x Speed via Gaussian Splatting
    Yuanhao Cai, Zihao Xiao, Yixuan Liang, Minghan Qin, Yulun Zhang*, Xiaokang Yang, Yaoyao Liu, and Alan Yuille
    In Advances in Neural Information Processing Systems (NeurIPS), 2024
    PDF Code
  8. NeurIPS
    Cooperative Hardware-Prompt Learning for Snapshot Compressive Imaging
    Jiamian Wang, Zongliang Wu, Yulun Zhang, Xin Yuan, Tao Lin, and Zhiqiang Tao
    In Advances in Neural Information Processing Systems (NeurIPS), 2024
    PDF
  9. NeurIPS
    Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network
    Chengyu Fang, Chunming He, Fengyang Xiao, Yulun Zhang*, Longxiang Tang, Yuelin Zhang, Kai Li, and Xiu Li*
    In Advances in Neural Information Processing Systems (NeurIPS), 2024
    PDF Code
  10. NeurIPS
    BiDM: Pushing the Limit of Quantization for Diffusion Models
    Xingyu Zheng, Haotong Qin, Yichen Bian, Xudong Ma, Yulun Zhang, Jiakai Wang, Jinyang Guo, and Xianglong Liu
    In Advances in Neural Information Processing Systems (NeurIPS), 2024
  11. NeurIPS
    ECMamba: Consolidating Selective State Space Model with Retinex Guidance for Efficient Multiple Exposure Correction
    Wei Dong, Han Zhou, Yulun Zhang, Xiaohong Liu, and Jun Chen
    In Advances in Neural Information Processing Systems (NeurIPS), 2024
  12. ECCV
    Radiative Gaussian Splatting for Efficient X-ray Novel View Synthesis
    Yuanhao Cai, Yixun Liang, Jiahao Wang, Angtian Wang, Yulun Zhang*, Xiaokang Yang, Zongwei Zhou*, and Alan Yuille
    In European Conference on Computer Vision (ECCV), 2024
    PDF Code
  13. ECCV Oral
    HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution
    Xiang Zhang, Yulun Zhang*, and Fisher Yu
    In European Conference on Computer Vision (ECCV Oral), 2024
    PDF Code
  14. ECCV
    SRPose: Two-view Relative Pose Estimation with Sparse Keypoints
    Rui Yin, Yulun Zhang, Zherong Pan, Jianjun Zhu, Cheng Wang, and Biao Jia
    In European Conference on Computer Vision (ECCV), 2024
    PDF Code
  15. ECCV
    Hierarchical Separable Video Transformer for Snapshot Compressive Imaging
    Ping Wang, Yulun Zhang, Lishun Wang, and Xin Yuan
    In European Conference on Computer Vision (ECCV), 2024
    PDF Code
  16. ICML
    Flexible Residual Binarization for Image Super-Resolution
    Yulun Zhang†, Haotong Qin†, Zixiang Zhao, Xianglong Liu, Martin Danelljan, and Fisher Yu
    In International Conference on Machine Learning (ICML), 2024
    PDF
  17. ICML
    Lightweight Image Super-Resolution via Flexible Meta Pruning
    Yulun Zhang, Kai Zhang, Luc Van Gool, Martin Danelljan, and Fisher Yu
    In International Conference on Machine Learning (ICML), 2024
    PDF
  18. ICML
    See More Details: Efficient Image Super-Resolution by Experts Mining
    Eduard Zamfir, Zongwei Wu*, Nancy Mehta, Yulun Zhang*, and Radu Timofte
    In International Conference on Machine Learning (ICML), 2024
    PDF Code
  19. ICML
    Image Fusion via Vision-Language Model
    Zixiang Zhao, Lilun Deng, Haowen Bai, Yukun Cui, Zhipeng Zhang, Yulun Zhang*, Haotong Qin, Dongdong Chen*, Jiangshe Zhang, Peng Wang, and Luc Van Gool
    In International Conference on Machine Learning (ICML), 2024
    PDF Code
  20. CVPR
    Equivariant Multi-Modality Image Fusion
    Zixiang Zhao, Haowen Bai, Jiangshe Zhang, Yulun Zhang*, Kai Zhang, Shuang Xu, Dongdong Chen*, Radu Timofte, and Luc Van Gool
    In Computer Vision and Pattern Recognition (CVPR), 2024
    PDF Code
  21. CVPR
    Deep Equilibrium Diffusion Restoration with Parallel Sampling
    Jiezhang Cao, Yue Shi, Kai Zhang, Yulun Zhang, Radu Timofte, and Luc Van Gool
    In Computer Vision and Pattern Recognition (CVPR), 2024
    PDF Code
  22. CVPR
    Binarized Low-light Raw Video Enhancement
    Gengchen Zhang, Yulun Zhang, Xin Yuan, and Ying Fu
    In Computer Vision and Pattern Recognition (CVPR), 2024
    PDF Code
  23. CVPR
    MuRF: Multi-Baseline Radiance Fields
    Haofei Xu, Anpei Chen, Yuedong Chen, Christos Sakaridis, Yulun Zhang, Marc Pollefeys, Andreas Geiger, and Fisher Yu
    In Computer Vision and Pattern Recognition (CVPR), 2024
    PDF Code
  24. CVPR
    Genuine Knowledge from Practice: Diffusion Test-Time Adaptation for Video Adverse Weather Removal
    Yijun Yang, Hongtao Wu, Angelica I Aviles-Rivero, Yulun Zhang, Jing Qin, and Lei Zhu
    In Computer Vision and Pattern Recognition (CVPR), 2024
    PDF Code
  25. ICLR
    Recursive Generalization Transformer for Image Super-Resolution
    Zheng Chen, Yulun Zhang*, Jinjin Gu, Linghe Kong*, and Xiaokang Yang
    In International Conference on Learning Representations (ICLR), 2024
    PDF Code
  26. ICLR
    Xformer: Hybrid X-Shaped Transformer for Image Denoising
    Jiale Zhang, Yulun Zhang*, Jinjin Gu, Jiahua Dong, Linghe Kong*, and Xiaokang Yang
    In International Conference on Learning Representations (ICLR), 2024
    PDF Code
  27. ICLR
    Strategic preys make acute predators: Enhancing camouflaged object detectors by generating camouflaged objects
    Chunming He, Kai Li, Yachao Zhang, Yulun Zhang, Zhenhua Guo, Xiu Li, Martin Danelljan, and Fisher Yu
    In International Conference on Learning Representations (ICLR), 2024
    PDF Code
  28. AAAI
    LERE: Learning-Based Low-Rank Matrix Recovery with Rank Estimation
    Zhengqin Xu, Yulun Zhang, Chao Ma, Yichao Yan, Zelin Peng, Shoulie Xie, Shiqian Wu, and Xiaokang Yang
    In The AAAI Conference on Artificial Intelligence (AAAI), 2024
    PDF
  29. TPAMI
    DiffI2I: Efficient Diffusion Model for Image-to-Image Translation
    Bin Xia, Yulun Zhang, Shiyin Wang, Yitong Wang, Xinglong Wu, Yapeng Tian, Wenming Yang, Radu Timofte, and Luc Van Gool
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
    PDF Code
  30. TPAMI
    Latent Diffusion Enhanced Rectangle Transformer for Hyperspectral Image Restoration
    Miaoyu Li, Ying Fu, Tao Zhang, Ji Liu, Dejing Dou, Chenggang Yan, and Yulun Zhang
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
  31. CVPRW
    NTIRE 2024 challenge on image super-resolution (x4): Methods and results
    Zheng Chen, Zongwei Wu, Eduard Zamfir, Kai Zhang, Yulun Zhang*, Radu Timofte, Xiaokang Yang, Hongyuan Yu, Cheng Wan, Yuxin Hong, and  others
    In Computer Vision and Pattern Recognition Workshops (CVPRW), 2024
    PDF Code

2023

  1. arXiv
    DPoser: Diffusion Model as Robust 3D Human Pose Prior
    Junzhe Lu, Jing Lin, Hongkun Dou, Yulun Zhang*, Yue Deng, and Haoqian Wang*
    arXiv preprint arXiv:2312.05541 (arXiv), 2023
    PDF Code Website
  2. arXiv
    Image Super-Resolution with Text Prompt Diffusion
    Zheng Chen, Yulun Zhang, Jinjin Gu, Xin Yuan, Linghe Kong, Guihai Chen, and Xiaokang Yang
    arXiv preprint arXiv:2311.14282 (arXiv), 2023
    PDF Code
  3. arXiv
    Binarized 3D Whole-body Human Mesh Recovery
    Zhiteng Li, Yulun Zhang, Jing Lin, Haotong Qin, Jinjin Gu, Xin Yuan, Linghe Kong, and Xiaokang Yang
    arXiv preprint arXiv:2311.14323 (arXiv), 2023
    PDF Code
  4. NeurIPS Spotlight
    QuantSR: Accurate Low-bit Quantization for Efficient Image Super-Resolution
    Haotong Qin†, Yulun Zhang†,*, Yifu Ding, Yifan Liu, Xianglong Liu*, Martin Danelljan, and Fisher Yu
    In Advances in Neural Information Processing Systems (NeurIPS Spotlight), 2023
    PDF Code
  5. NeurIPS Spotlight
    Hierarchical Integration Diffusion Model for Realistic Image Deblurring
    Zheng Chen, Yulun Zhang*, Ding Liu, Bin Xia, Jinjin Gu, Linghe Kong*, and Xin Yuan
    In Advances in Neural Information Processing Systems (NeurIPS Spotlight), 2023
    PDF Code
  6. NeurIPS
    Binarized Spectral Compressive Imaging
    Yuanhao Cai, Yuxin Zheng, Jing Lin, Xin Yuan, Yulun Zhang*, and Haoqian Wang*
    In Advances in Neural Information Processing Systems (NeurIPS), 2023
    PDF Code
  7. NeurIPS
    Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping
    Chunming He, Kai Li, Yachao Zhang, Guoxia Xu, Longxiang Tang, Yulun Zhang, Zhenhua Guo, and Xiu Li
    In Advances in Neural Information Processing Systems (NeurIPS), 2023
    PDF Code
  8. ICDM
    Momentum is All You Need for Data-Driven Adaptive Optimization
    Yizhou Wang, Yue Kang, Can Qin, Huan Wang, Yi Xu, Yulun Zhang, and Yun Fu
    In International Conference on Data Mining (ICDM), 2023
    Code
  9. ACM MM
    Recurrent Self-Supervised Video Denoising with Denser Receptive Field
    Zichun Wang†, Yulun Zhang†, Debing Zhang, and Ying Fu
    In ACM International Conference on Multimedia (ACM MM), 2023
    PDF Code
  10. ACM MM
    Mutual Information-driven Triple Interaction Network for Efficient Image Dehazing
    Hao Shen, Zhongqiu Zhao, Yulun Zhang, and Zhao Zhang
    In ACM International Conference on Multimedia (ACM MM), 2023
    PDF Code
  11. ICCV
    Dual Aggregation Transformer for Image Super-Resolution
    Zheng Chen, Yulun Zhang*, Jinjin Gu, Linghe Kong*, Xiaokang Yang, and Fisher Yu
    In International Conference on Computer Vision (ICCV), 2023
    PDF Code
  12. ICCV
    Iterative Soft Shrinkage Learning for Efficient Image Super-Resolution
    Jiamian Wang, Huan Wang, Yulun Zhang*, Yun Fu, and Zhiqiang Tao*
    In International Conference on Computer Vision (ICCV), 2023
    PDF Code
  13. ICCV
    DiffIR: Efficient Diffusion Model for Image Restoration
    Bin Xia, Yulun Zhang, Shiyin Wang, Yitong Wang, Xinglong Wu, Yapeng Tian, Wenming Yang, and Luc Van Gool
    In International Conference on Computer Vision (ICCV), 2023
    PDF Code
  14. ICCV
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement
    Yuanhao Cai, Hao Bian, Jing Lin, Haoqian Wang*, Radu Timofte, and Yulun Zhang*
    In International Conference on Computer Vision (ICCV), 2023
    PDF Code
  15. ICCV
    Alignment-free HDR Deghosting with Semantics Consistent Transformer
    Steven Tel, Zongwei Wu, Yulun Zhang*, Barthelemy Heyrman, Cedric Demonceaux, Radu Timofte, and Dominique Ginhac
    In International Conference on Computer Vision (ICCV), 2023
    PDF Code
  16. ICCV
    Pixel Adaptive Deep Unfolding Transformer for Hyperspectral Image Reconstruction
    Miaoyu Li, Ying Fu, Ji Liu, and Yulun Zhang
    In International Conference on Computer Vision (ICCV), 2023
    PDF Code
  17. ICCV
    Degradation-Resistant Unfolding Network for Heterogeneous Image Fusion
    Chunming He, Kai Li, Guoxia Xu, Yulun Zhang, Runze Hu, Zhenhua Guo, and Xiu Li
    In International Conference on Computer Vision (ICCV), 2023
    PDF
  18. ICCV Oral
    DDFM: Denoising Diffusion Model for Multi-Modality Image Fusion
    Zixiang Zhao, Haowen Bai, Yuanzhi Zhu, Jiangshe Zhang, Shuang Xu, Yulun Zhang, Kai Zhang, Deyu Meng, Radu Timofte, and Luc Van Gool
    In International Conference on Computer Vision (ICCV Oral), 2023
    PDF Code
  19. ICCV
    Spherical Space Feature Decomposition for Guided Depth Map Super-Resolution
    Zixiang Zhao, Jiangshe Zhang, Xiang Gu, Chengli Tan, Shuang Xu, Yulun Zhang, Radu Timofte, and Luc Van Gool
    In International Conference on Computer Vision (ICCV), 2023
    PDF Code
  20. MICCAI
    Source-Free Domain Adaptive Fundus Image Segmentation with Class-Balanced Mean Teacher
    Longxiang Tang, Kai Li*, Chunming He, Yulun Zhang, and Xiu Li*
    In International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023
    PDF
  21. ICML
    Crafting Training Degradation Distribution for the Accuracy-Generalization Trade-off
    Ruofan Zhang, Jinjin Gu, Haoyu Chen, Chao Dong, Yulun Zhang, and Wenming Yang
    In International Conference on Machine Learning (ICML), 2023
    PDF
  22. CVPR
    CiaoSR: Continuous Implicit Attention-in-Attention Network for Arbitrary-Scale Image Super-Resolution
    Jiezhang Cao, Qin Wang, Yongqin Xian, Yawei Li, Bingbing Ni, Zhiming Pi, Kai Zhang*, Yulun Zhang*, Radu Timofte, and Luc Van Gool
    In Computer Vision and Pattern Recognition (CVPR), 2023
    PDF Code
  23. CVPR
    LG-BPN: Local and Global Blind-Patch Network for Self-Supervised Real-World Denoising
    Zichun Wang, Ying Fu, Ji Liu, and Yulun Zhang
    In Computer Vision and Pattern Recognition (CVPR), 2023
    PDF Code
  24. CVPR
    Spectral Enhanced Rectangle Transformer for Hyperspectral Image Denoising
    Miaoyu Li, Ji Liu, Ying Fu, Yulun Zhang, and Dejing Dou
    In Computer Vision and Pattern Recognition (CVPR), 2023
    PDF Code
  25. CVPR
    Structured Sparsity Learning for Efficient Video Super-Resolution
    Bin Xia, Jingwen He, Yulun Zhang, Yitong Wang, Yapeng Tian, Wenming Yang, and Luc Van Gool
    In Computer Vision and Pattern Recognition (CVPR), 2023
    PDF Code
  26. CVPR
    CDDFuse: Correlation-Driven Dual-Branch Feature Decomposition for Multi-Modality Image Fusion
    Zixiang Zhao, Haowen Bai, Jiangshe Zhang, Yulun Zhang, Shuang Xu, Zudi Lin, Radu Timofte, and Luc Van Gool
    In Computer Vision and Pattern Recognition (CVPR), 2023
    PDF Code
  27. CVPR
    Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction
    Chunming He, Kai Li, Yachao Zhang, Longxiang Tang, Yulun Zhang, Zhenhua Guo, and Xiu Li
    In Computer Vision and Pattern Recognition (CVPR), 2023
    PDF Code
  28. ISBI
    High-Throughput Microscopy Image Deblurring with Graph Reasoning Attention Network
    Yulun Zhang, Donglai Wei, Richard Schalek, Yuelong Wu, Stephen Turney, Jeff Lichtman, Hanspeter Pfister, and Yun Fu
    In IEEE International Symposium on Biomedical Imaging (ISBI), 2023
    PDF
  29. ICLR Spotlight
    Accurate Image Restoration with Attention Retractable Transformer
    Jiale Zhang, Yulun Zhang*, Jinjin Gu, Yongbing Zhang, Linghe Kong*, and Xin Yuan
    In International Conference on Learning Representations (ICLR Spotlight), 2023
    PDF Code
  30. ICLR
    Basic Binary Convolution Unit for Binarized Image Restoration Network
    Bin Xia, Yulun Zhang, Yitong Wang, Yapeng Tian, Wenming Yang, Radu Timofte, and Luc Van Gool
    In International Conference on Learning Representations (ICLR), 2023
    PDF Code
  31. ICLR
    Knowledge Distillation based Degradation Estimation for Blind Super-Resolution
    Bin Xia, Yulun Zhang, Yitong Wang, Yapeng Tian, Wenming Yang, Radu Timofte, and Luc Van Gool
    In International Conference on Learning Representations (ICLR), 2023
    PDF Code
  32. AAAI
    Spatial-Spectral Transformer for Hyperspectral Image Denoising
    Miaoyu Li, Ying Fu, and Yulun Zhang
    In The AAAI Conference on Artificial Intelligence (AAAI), 2023
    PDF Code
  33. AAAI
    Hybrid Pixel-Unshuffled Network for Lightweight Image Super-Resolution
    Bin Sun, Yulun Zhang, Songyao Jiang, and Yun Fu
    In The AAAI Conference on Artificial Intelligence (AAAI), 2023
    PDF Code
  34. TPAMI
    No One Left Behind: Real-World Federated Class-Incremental Learning
    Jiahua Dong, Hongliu Li, Yang Cong, Gan Sun, Yulun Zhang, and Luc Van Gool
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
    PDF Code
  35. TNNLS
    HQG-Net: Unpaired Medical Image Enhancement with High-Quality Guidance
    Chunming He, Kai Li, Guoxia Xu, Jiangpeng Yan, Longxiang Tang, Yulun Zhang, Yaowei Wang, and Xiu Li
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
    PDF Code
  36. IJCV
    Pyramid attention networks for image restoration
    Yiqun Mei, Yuchen Fan, Yulun Zhang, Jiahui Yu, Yuqian Zhou, Ding Liu, Yun Fu, Thomas S Huang, and Humphrey Shi
    International Journal of Computer Vision (IJCV), 2023
    PDF Code
  37. TIP
    Meta-learning based degradation representation for blind super-resolution
    Bin Xia, Yapeng Tian, Yulun Zhang, Yucheng Hang, Wenming Yang, and Qingmin Liao
    IEEE Transactions on Image Processing (TIP), 2023
    PDF Code
  38. TIP
    Multi-Modal Mutual Attention and Iterative Interaction for Referring Image Segmentation
    Chang Liu, Henghui Ding, Yulun Zhang, and Xudong Jiang
    IEEE Transactions on Image Processing (TIP), 2023
    PDF
  39. TPAMI
    Global Aligned Structured Sparsity Learning for Efficient Image Super-Resolution
    Huan Wang†, Yulun Zhang†,*, Can Qin, Luc Van Gool, and Yun Fu
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
    PDF Code
  40. CVPRW
    NTIRE 2023 challenge on image super-resolution (x4): Methods and results
    Yulun Zhang, Kai Zhang, Zheng Chen, Yawei Li, Radu Timofte, Junpei Zhang, Kexin Zhang, Rui Peng, Yanbiao Ma, Licheng Jia, and  others
    In Computer Vision and Pattern Recognition Workshops (CVPRW), 2023
    PDF Code
  41. CVPRW
    NTIRE 2023 challenge on efficient super-resolution: Methods and results
    Yawei Li, Yulun Zhang, Radu Timofte, Luc Van Gool, Lei Yu, Youwei Li, Xinpeng Li, Ting Jiang, Qi Wu, Mingyan Han, and  others
    In Computer Vision and Pattern Recognition Workshops (CVPRW), 2023
    PDF Code
  42. CVPRW
    NTIRE 2023 challenge on image denoising: Methods and results
    Yawei Li, Yulun Zhang, Radu Timofte, Luc Van Gool, Zhijun Tu, Kunpeng Du, Hailing Wang, Hanting Chen, Wei Li, Xiaofei Wang, and  others
    In Computer Vision and Pattern Recognition Workshops (CVPRW), 2023
    PDF Code
  43. CVPRW
    NTIRE 2023 Quality Assessment of Video Enhancement Challenge
    Xiaohong Liu, Xiongkuo Min, Wei Sun, Yulun Zhang, Kai Zhang, Radu Timofte, Guangtao Zhai, Yixuan Gao, Yuqin Cao, Tengchuan Kou, Yunlong Dong, Ziheng Jia, and  others
    In Computer Vision and Pattern Recognition Workshops (CVPRW), 2023
    PDF

2022

  1. NeurIPS Spotlight
    Cross Aggregation Transformer for Image Restoration
    Zheng Chen, Yulun Zhang, Jinjin Gu, Yongbing Zhang, Linghe Kong, and Xin Yuan
    In Advances in Neural Information Processing Systems (NeurIPS Spotlight), 2022
    PDF Code
  2. NeurIPS
    Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging
    Yuanhao Cai†, Jing Lin†, Haoqian Wang, Xin Yuan, Henghui Ding, Yulun Zhang, Radu Timofte, and Luc Van Gool
    In Advances in Neural Information Processing Systems (NeurIPS), 2022
    PDF Code
  3. ECCV Oral
    Modeling Mask Uncertainty in Hyperspectral Image Reconstruction
    Jiamian Wang, Yulun Zhang, Xin Yuan, Ziyi Meng, and Zhiqiang Tao
    In European Conference on Computer Vision (ECCV Oral), 2022
    PDF Code
  4. ECCV
    Coarse-to-fine Sparse Transformer for Hyperspectral Image Reconstruction
    Yuanhao Cai†, Jing Lin†, Xiaowan Hu, Haoqian Wang, Xin Yuan, Yulun Zhang, Radu Timofte, and Luc Van Gool
    In European Conference on Computer Vision (ECCV), 2022
    PDF Code
  5. ECCV
    Towards Interpretable Video Super-Resolution via Alternating Optimization
    Jiezhang Cao, Jingyun Liang, Kai Zhang, Wenguan Wang, Qin Wang, Yulun Zhang, Hao Tang, and Luc Van Gool
    In European Conference on Computer Vision (ECCV), 2022
    PDF Code
  6. ECCV
    Reference-Based Image Super-Resolution with Deformable Attention Transformer
    Jiezhang Cao, Jingyun Liang, Kai Zhang, Yawei Li, Yulun Zhang*, Wenguan Wang, and Luc Van Gool
    In European Conference on Computer Vision (ECCV), 2022
    PDF Code
  7. ECCV
    Super-Resolution by Predicting Offsets: An Ultra-Efficient Super-Resolution Network for Rasterized Images
    Jinjin Gu, Haoming Cai, Chenyu Dong, Ruofan Zhang, Yulun Zhang, Wenming Yang, and Chun Yuan
    In European Conference on Computer Vision (ECCV), 2022
    PDF Code
  8. ACM MM
    Adjustable Memory-efficient Image Super-resolution via Individual Kernel Sparsity
    Xiaotong Luo, Mingliang Dai, Yulun Zhang, Yuan Xie, Ding Liu, Yanyun Qu, Yun Fu, and Junping Zhang
    In ACM International Conference on Multimedia (ACM MM), 2022
    PDF
  9. ACM MM
    Cross-Modality High-Frequency Transformer for MR Image Super-Resolution
    Chaowei Fang, Dingwen Zhang, Liang Wang, Yulun Zhang, Lechao Cheng, and Junwei Han
    In ACM International Conference on Multimedia (ACM MM), 2022
    PDF
  10. ICML
    Flow-Guided Sparse Transformer for Video Deblurring
    Jing Lin†, Yuanhao Cai†, Xiaowan Hu, Haoqian Wang, Youliang Yan, Xueyi Zou, Henghui Ding, Yulun Zhang, Radu Timofte, and Luc Van Gool
    In International Conference on Machine Learning (ICML), 2022
    PDF Code
  11. ICML
    Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration
    Jing Lin†, Xiaowan Hu†, Yuanhao Cai, Haoqian Wang, Youliang Yan, Xueyi Zou, Yulun Zhang, and Luc Van Gool
    In International Conference on Machine Learning (ICML), 2022
    PDF Code
  12. IJCAI
    MemREIN: Rein the Domain Shift for Cross-Domain Few-Shot Learning
    Yi Xu, Lichen Wang, Yizhou Wang, Can Qin, Yulun Zhang, and Yun Fu
    In International Joint Conferences on Artificial Intelligence (IJCAI), 2022
    PDF
  13. IJCAI Survey
    Recent Advances on Neural Network Pruning at Initialization
    Huan Wang, Can Qin, Yue Bai, Yulun Zhang, and Yun Fu
    In International Joint Conferences on Artificial Intelligence (IJCAI Survey), 2022
    PDF
  14. CVPR
    Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction
    Yuanhao Cai†, Jing Lin†, Xiaowan Hu, Haoqian Wang, Xin Yuan, Yulun Zhang, Radu Timofte, and Luc Van Gool
    In Computer Vision and Pattern Recognition (CVPR), 2022
    PDF Code
  15. CVPR
    Hdnet: High-resolution Dual-domain Learning for Spectral Compressive Imaging
    Xiaowan Hu†, Yuanhao Cai†, Jing Lin, Haoqian Wang, Xin Yuan, Yulun Zhang, Radu Timofte, and Luc Van Gool
    In Computer Vision and Pattern Recognition (CVPR), 2022
    PDF Code
  16. CVPR
    Texture-Based Error Analysis for Image Super-Resolution
    Salma Abdel Magid, Zudi Lin, Donglai Wei, Yulun Zhang, Jinjin Gu, and Hanspeter Pfister
    In Computer Vision and Pattern Recognition (CVPR), 2022
    PDF
  17. ICLR
    Learning Efficient Image Super-Resolution Networks via Structure-Regularized Pruning
    Yulun Zhang†, Huan Wang†, Can Qin, and Yun Fu
    In International Conference on Learning Representations (ICLR), 2022
    PDF
  18. TIP
    PFDN: Pyramid Feature Decoupling Network for Single Image Deraining
    Qiang Wang, Gan Sun, Jiahua Dong, and Yulun Zhang
    IEEE Transactions on Image Processing (TIP), 2022
    PDF
  19. TPAMI
    Lattice Network for Lightweight Image Restoration
    Xiaotong Luo, Yanyun Qu, Yuan Xie, Yulun Zhang, Cuihua Li, and Yun Fu
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
    PDF
  20. TPAMI
    Gan Inversion: A Survey
    Weihao Xia, Yulun Zhang, Yujiu Yang, Jing-Hao Xue, Bolei Zhou, and Ming-Hsuan Yang
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
    PDF Code
  21. TPAMI
    Image-Text Embedding Learning via Visual and Textual Semantic Reasoning
    Kunpeng Li, Yulun Zhang*, Kai Li, Yuanyuan Li, and Yun Fu
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
    PDF Code
  22. CVPRW
    MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction
    Yuanhao Cai, Jing Lin, Zudi Lin, Haoqian Wang, Yulun Zhang, Hanspeter Pfister, Radu Timofte, and Luc Van Gool
    In Computer Vision and Pattern Recognition Workshops (CVPRW), 2022
    PDF Code

2021

  1. NeurIPS Spotlight
    Aligned Structured Sparsity Learning for Efficient Image Super-Resolution
    Yulun Zhang†, Huan Wang†, Can Qin, and Yun Fu
    In Advances in Neural Information Processing Systems (NeurIPS Spotlight), 2021
    PDF Code
  2. NeurIPS
    Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation
    Can Qin, Handong Zhao, Lichen Wang, Huan Wang, Yulun Zhang, and Yun Fu
    In Advances in Neural Information Processing Systems (NeurIPS), 2021
    PDF Code
  3. NeurIPS
    Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training
    Yuanhao Cai, Xiaowan Hu, Haoqian Wang, Yulun Zhang, Hanspeter Pfister, and Donglai Wei
    In Advances in Neural Information Processing Systems (NeurIPS), 2021
    PDF Code
  4. ICCV
    Context Reasoning Attention Network for Image Super-Resolution
    Yulun Zhang, Donglai Wei, Can Qin, Huan Wang, Hanspeter Pfister, and Yun Fu
    In International Conference on Computer Vision (ICCV), 2021
    PDF
  5. ICCV
    Dynamic High-pass Filtering and Multi-spectral Attention for Image Super-Resolution
    Salma Abdel Magid, Yulun Zhang, Donglai Wei, Won-Dong Jang, Zudi Lin, Yun Fu, and Hanspeter Pfister
    In International Conference on Computer Vision (ICCV), 2021
    PDF Code
  6. ICCV
    ECACL: A Holistic Framework for Semi-Supervised Domain Adaptation
    Kai Li, Chang Liu, Handong Zhao, Yulun Zhang, and Yun Fu
    In International Conference on Computer Vision (ICCV), 2021
    PDF Code
  7. IJCAI Oral
    Multi-Scale Selective Feedback Network with Dual Loss for Real Image Denoising.
    Xiaowan Hu, Yuanhao Cai, Zhihong Liu, Haoqian Wang, and Yulun Zhang
    In International Joint Conferences on Artificial Intelligence (IJCAI Oral), 2021
    PDF
  8. CVPR
    MR Image Super-Resolution with Squeeze and Excitation Reasoning Attention Network
    Yulun Zhang, Kai Li, Kunpeng Li, and Yun Fu
    In Computer Vision and Pattern Recognition (CVPR), 2021
    PDF
  9. CVPR
    Pseudo 3D Auto-Correlation Network for Real Image Denoising
    Xiaowan Hu, Ruijun Ma, Zhihong Liu, Yuanhao Cai, Xiaole Zhao, Yulun Zhang, and Haoqian Wang
    In Computer Vision and Pattern Recognition (CVPR), 2021
    PDF
  10. ICLR
    Neural Pruning via Growing Regularization
    Huan Wang, Can Qin, Yulun Zhang*, and Yun Fu
    In International Conference on Learning Representations (ICLR), 2021
    PDF Code
  11. TIP
    Accurate and Fast Image Denoising via Attention Guided Scaling
    Yulun Zhang, Kunpeng Li, Kai Li, Gan Sun, Yu Kong, and Yun Fu
    IEEE Transactions on Image Processing (TIP), 2021
    PDF
  12. TCYB
    Self-Guided Deep Multiview Subspace Clustering via Consensus Affinity Regularization
    Kai Li, Hongfu Liu, Yulun Zhang, Kunpeng Li, and Yun Fu
    IEEE Transactions on Cybernetics (TCYB), 2021
    PDF
  13. TCSVT
    Wide Weighted Attention Multi-Scale Network for Accurate MR Image Super-Resolution
    Haoqian Wang, Xiaowan Hu, Xiaole Zhao, and Yulun Zhang
    IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021
    PDF

2020

  1. NeurIPS
    Neural Sparse Representation for Image Restoration
    Yuchen Fan, Jiahui Yu, Yiqun Mei, Yulun Zhang, Yun Fu, Ding Liu, and Thomas S Huang
    In Advances in Neural Information Processing Systems (NeurIPS), 2020
    PDF Code
  2. ECCV
    Texture Hallucination for Large-Factor Painting Super-Resolution
    Yulun Zhang, Zhifei Zhang, Stephen DiVerdi, Zhaowen Wang, Jose Echevarria, and Yun Fu
    In European Conference on Computer Vision (ECCV), 2020
    PDF
  3. ECCV
    LatticeNet: Towards Lightweight Image Super-resolution with Lattice Block
    Xiaotong Luo, Yuan Xie, Yulun Zhang, Yanyun Qu, Cuihua Li, and Yun Fu
    In European Conference on Computer Vision (ECCV), 2020
    PDF
  4. CVPR
    Adversarial Feature Hallucination Networks for Few-Shot Learning
    Kai Li, Yulun Zhang, Kunpeng Li, and Yun Fu
    In Computer Vision and Pattern Recognition (CVPR), 2020
    PDF
  5. CVPR
    TDAN: Temporally Deformable Alignment Network for Video Super-Resolution
    Yapeng Tian, Yulun Zhang, Yun Fu, and Chenliang Xu
    In Computer Vision and Pattern Recognition (CVPR), 2020
    PDF Code
  6. CVPR
    Zooming Slow-Mo: Fast and Accurate One-Stage Space-Time Video Super-Resolution
    Xiaoyu Xiang, Yapeng Tian, Yulun Zhang, Yun Fu, Jan P Allebach, and Chenliang Xu
    In Computer Vision and Pattern Recognition (CVPR), 2020
    PDF Code
  7. AAAI
    Joint Super-Resolution and Alignment of Tiny Faces
    Yu Yin, Joseph Robinson, Yulun Zhang, and Yun Fu
    In The AAAI Conference on Artificial Intelligence (AAAI), 2020
    PDF Code
  8. TPAMI
    Residual Dense Network for Image Restoration
    Yulun Zhang, Yapeng Tian, Yu Kong, Bineng Zhong, and Yun Fu
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
    PDF Code
  9. TNNLS
    Vehicle and Person Re-Identification With Support Neighbor Loss
    Kai Li, Zhengming Ding, Kunpeng Li, Yulun Zhang, and Yun Fu
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020
    PDF
  10. TIP
    Fine-Grained Spatial Alignment Model for Person Re-Identification with Focal Triplet Loss
    Qinqin Zhou, Bineng Zhong, Xiangyuan Lan, Gan Sun, Yulun Zhang, Baochang Zhang, and Rongrong Ji
    IEEE Transactions on Image Processing (TIP), 2020
    PDF
  11. TNNLS
    Continual Multi-view Task Learning via Deep Matrix Factorization
    Gan Sun, Yang Cong, Yulun Zhang, Guoshuai Zhao, and Yun Fu
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020
    PDF

2019

  1. ICCV
    Multimodal Style Transfer via Graph Cuts
    Yulun Zhang, Chen Fang, Yilin Wang, Zhaowen Wang, Zhe Lin, Yun Fu, and Jimei Yang
    In International Conference on Computer Vision (ICCV), 2019
    PDF Code
  2. ICCV Oral
    Visual Semantic Reasoning for Image-Text Matching
    Kunpeng Li, Yulun Zhang, Kai Li, Yuanyuan Li, and Yun Fu
    In International Conference on Computer Vision (ICCV Oral), 2019
    PDF Code
  3. ICCV
    Attention Bridging Network for Knowledge Transfer
    Kunpeng Li, Yulun Zhang, Kai Li, Yuanyuan Li, and Yun Fu
    In International Conference on Computer Vision (ICCV), 2019
    PDF
  4. IJCAI Oral
    LRDNN: Local-refining based Deep Neural Network for Person Re-Identification with Attribute Discerning.
    Qinqin Zhou, Bineng Zhong, Xiangyuan Lan, Gan Sun, Yulun Zhang, and Mengran Gou
    In International Joint Conferences on Artificial Intelligence (IJCAI Oral), 2019
    PDF
  5. ICLR
    Residual Non-local Attention Networks for Image Restoration
    Yulun Zhang, Kunpeng Li, Kai Li, Bineng Zhong, and Yun Fu
    In International Conference on Learning Representations (ICLR), 2019
    PDF Code
  6. TIP
    Channel Splitting Network for Single MR Image Super-Resolution
    Xiaole Zhao, Yulun Zhang, Tao Zhang, and Xueming Zou
    IEEE Transactions on Image Processing (TIP), 2019
    PDF
  7. ICCVW
    Generatively Inferential Co-training for Unsupervised Domain Adaptation
    Can Qin, Lichen Wang, Yulun Zhang, and Yun Fu
    In International Conference on Computer Vision Workshops (ICCVW), 2019
    PDF Code

2018

  1. ECCV
    Image Super-Resolution Using Very Deep Residual Channel Attention Networks
    Yulun Zhang, Kunpeng Li, Kai Li, Lichen Wang, Bineng Zhong, and Yun Fu
    In European conference on computer vision (ECCV), 2018
    PDF Code
  2. ACM MM
    Support Neighbor Loss for Person Re-Identification
    Kai Li, Zhengming Ding, Kunpeng Li, Yulun Zhang, and Yun Fu
    In ACM International Conference on Multimedia (ACM MM), 2018
    PDF Code
  3. CVPR Spotlight
    Residual Dense Network for Image Super-Resolution
    Yulun Zhang, Yapeng Tian, Yu Kong, Bineng Zhong, and Yun Fu
    In Computer Vision and Pattern Recognition (CVPR Spotlight), 2018
    PDF Code
  4. TIP
    Hierarchical Tracking by Reinforcement Learning-based Searching and Coarse-to-fine Verifying
    Bineng Zhong, Bing Bai, Jun Li, Yulun Zhang, and Yun Fu
    IEEE Transactions on Image Processing (TIP), 2018
    PDF
  5. TMM
    Deep Alignment Network based Multi-person Tracking with Occlusion and Motion Reasoning
    Qinqin Zhou, Bineng Zhong, Yulun Zhang, Jun Li, and Yun Fu
    IEEE Transactions on Multimedia (TMM), 2018
    PDF

2017

  1. TSMC
    Collaborative Representation Cascade for Single-Image Super-Resolution
    Yongbing Zhang, Yulun Zhang*, Jian Zhang, Dong Xu, Yun Fu, Yisen Wang, Xiangyang Ji, and Qionghai Dai
    IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMC), 2017
    PDF Code

2016

  1. TMM
    CCR: Clustering and Collaborative Representation for Fast Single Image Super-Resolution
    Yongbing Zhang, Yulun Zhang*, Jian Zhang, and Qionghai Dai
    IEEE Transactions on Multimedia (TMM), 2016
    PDF Code

2015

  1. VCIP
    Adaptive Local Nonparametric Regression for Fast Single Image Super-Resolution
    Yulun Zhang, Yongbing Zhang, Jian Zhang, Haoqian Wang, Xingzheng Wang, and Qionghai Dai
    In Visual Communications and Image Processing (VCIP), 2015
    PDF Code