On the Optimal Solution of Weighted Nuclear Norm Minimization. - Qi Xie 002; Deyu Meng; Shuhang Gu; Lei Zhang 006; Wangmeng Zuo; Xiangchu Feng; Zongben Xu (CoRR, 2014)

Self-Paced Learning for Matrix Factorization. - Qian Zhao 002; Deyu Meng; Lu Jiang 004; Qi Xie 002; Zongben Xu; Alexander G. Hauptmann (AAAI, 2015)

Convolutional Sparse Coding for Image Super-Resolution. - Shuhang Gu; Wangmeng Zuo; Qi Xie 002; Deyu Meng; Xiangchu Feng; Lei Zhang 006 (ICCV, 2015)

A Novel Sparsity Measure for Tensor Recovery. - Qian Zhao 002; Deyu Meng; Xu Kong; Qi Xie 002; Wenfei Cao; Yao Wang 003; Zongben Xu (ICCV, 2015)

Multispectral Images Denoising by Intrinsic Tensor Sparsity Regularization. - Qi Xie 002; Qian Zhao 002; Deyu Meng; Zongben Xu; Shuhang Gu; Wangmeng Zuo; Lei Zhang 006 (CVPR, 2016)

Should We Encode Rain Streaks in Video as Deterministic or Stochastic? - Wei Wei 006; Lixuan Yi; Qi Xie 002; Qian Zhao 002; Deyu Meng; Zongben Xu (ICCV, 2017)

Self-Paced Co-training. - Fan Ma; Deyu Meng; Qi Xie 002; Zina Li; Xuanyi Dong (ICML, 2017)

Weighted Nuclear Norm Minimization and Its Applications to Low Level Vision. - Shuhang Gu; Qi Xie 002; Deyu Meng; Wangmeng Zuo; Xiangchu Feng; Lei Zhang 006 (Int. J. Comput. Vis., 2017)

Robust Low-Dose CT Sinogram Preprocessing via Exploiting Noise-Generating Mechanism. - Qi Xie 002; Dong Zeng; Qian Zhao 002; Deyu Meng; Zongben Xu; Zhengrong Liang; Jianhua Ma 001 (IEEE Trans. Medical Imaging, 2017)

Low-Dose Dynamic Cerebral Perfusion Computed Tomography Reconstruction via Kronecker-Basis-Representation Tensor Sparsity Regularization. - Dong Zeng; Qi Xie 002; Wenfei Cao; Jiahui Lin; Hao Zhang 026; Shanli Zhang; Jing Huang 018; Zhaoying Bian; Deyu Meng; Zongben Xu; Zhengrong Liang; Wufan Chen; et al. (IEEE Trans. Medical Imaging, 2017)

Video Rain Streak Removal by Multiscale Convolutional Sparse Coding. - Minghan Li 001; Qi Xie 002; Qian Zhao 002; Wei Wei 006; Shuhang Gu; Jing Tao; Deyu Meng (CVPR, 2018)

Unsupervised/Semi-supervised Deep Learning for Low-dose CT Enhancement. - Mingrui Geng; Yun Deng; Qian Zhao 002; Qi Xie 002; Dong Zeng; Jianhua Ma 001; Wangmeng Zuo; Deyu Meng (CoRR, 2018)

Enhanced 3DTV Regularization and Its Applications on Hyper-spectral Image Denoising and Compressed Sensing. - Jiangjun Peng; Qi Xie 002; Qian Zhao 002; Yao Wang 003; Deyu Meng; Yee Leung (CoRR, 2018)

Kronecker-Basis-Representation Based Tensor Sparsity and Its Applications to Tensor Recovery. - Qi Xie 002; Qian Zhao 002; Deyu Meng; Zongben Xu (IEEE Trans. Pattern Anal. Mach. Intell., 2018)

Multispectral and Hyperspectral Image Fusion by MS/HS Fusion Net. - Qi Xie 002; Minghao Zhou; Qian Zhao 002; Deyu Meng; Wangmeng Zuo; Zongben Xu (CVPR, 2019)

Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting. - Jun Shu; Qi Xie 002; Lixuan Yi; Qian Zhao 002; Sanping Zhou; Zongben Xu; Deyu Meng (NeurIPS, 2019)

Push the Student to Learn Right: Progressive Gradient Correcting by Meta-learner on Corrupted Labels. - Jun Shu; Qi Xie 002; Lixuan Yi; Qian Zhao 002; Sanping Zhou; Zongben Xu; Deyu Meng (CoRR, 2019)

An Efficient Iterative Cerebral Perfusion CT Reconstruction via Low-Rank Tensor Decomposition With Spatial-Temporal Total Variation Regularization. - Sui Li; Dong Zeng; Jiangjun Peng; Zhaoying Bian; Hao Zhang 026; Qi Xie 002; Yongbo Wang; Yuting Liao; Shanli Zhang; Jing Huang 018; Deyu Meng; Zongben Xu; et al. (IEEE Trans. Medical Imaging, 2019)

A Model-Driven Deep Neural Network for Single Image Rain Removal. - Hong Wang 021; Qi Xie 002; Qian Zhao 002; Deyu Meng (CVPR, 2020)

Color and direction-invariant nonlocal self-similarity prior and its application to color image denoising. - Qi Xie 002; Qian Zhao 002; Zongben Xu; Deyu Meng (Sci. China Inf. Sci., 2020)

Structural Residual Learning for Single Image Rain Removal. - Hong Wang 021; Yichen Wu; Qi Xie 002; Qian Zhao 002; Yong Liang 001; Deyu Meng (CoRR, 2020)

From Rain Removal to Rain Generation. - Hong Wang 021; Zongsheng Yue; Qi Xie 002; Qian Zhao 002; Deyu Meng (CoRR, 2020)

Single image rain streaks removal: a review and an exploration. - Hong Wang 021; Qi Xie 002; Yichen Wu; Qian Zhao 002; Deyu Meng (Int. J. Mach. Learn. Cybern., 2020)

Contrast-Medium Anisotropy-Aware Tensor Total Variation Model for Robust Cerebral Perfusion CT Reconstruction With Low-Dose Scans. - Yuanke Zhang; Jiangjun Peng; Dong Zeng; Qi Xie 002; Sui Li; Zhaoying Bian; Yongbo Wang; Yong Zhang; Qian Zhao 002; Hao Zhang 026; Zhengrong Liang; Hongbing Lu; et al. (IEEE Trans. Computational Imaging, 2020)

Enhanced 3DTV Regularization and Its Applications on HSI Denoising and Compressed Sensing. - Jiangjun Peng; Qi Xie 002; Qian Zhao 002; Yao Wang 003; Yee Leung; Deyu Meng (IEEE Trans. Image Process., 2020)

Full-Spectrum-Knowledge-Aware Tensor Model for Energy-Resolved CT Iterative Reconstruction. - Dong Zeng; Lisha Yao; Yongshuai Ge; Sui Li; Qi Xie 002; Hao Zhang 026; Zhaoying Bian; Qian Zhao 002; Yuanqing Li 001; Zongben Xu; Deyu Meng; Jianhua Ma 001 (IEEE Trans. Medical Imaging, 2020)

Learning to Purify Noisy Labels via Meta Soft Label Corrector. - Yichen Wu; Jun Shu; Qi Xie 002; Qian Zhao 002; Deyu Meng (AAAI, 2021)

Learning an Explicit Weighting Scheme for Adapting Complex HSI Noise. - Xiangyu Rui; Xiangyong Cao; Qi Xie 002; Zongsheng Yue; Qian Zhao 002; Deyu Meng (CVPR, 2021)

From Rain Generation to Rain Removal. - Hong Wang 021; Zongsheng Yue; Qi Xie 002; Qian Zhao 002; Yefeng Zheng 001; Deyu Meng (CVPR, 2021)

RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image Deraining. - Hong Wang 021; Qi Xie 002; Qian Zhao 002; Yong Liang 001; Deyu Meng (CoRR, 2021)

Structural residual learning for single image rain removal. - Hong Wang 021; Yichen Wu; Qi Xie 002; Qian Zhao 002; Yong Liang 001; Shijun Zhang; Deyu Meng (Knowl. Based Syst., 2021)

KXNet: A Model-Driven Deep Neural Network for Blind Super-Resolution. - Jiahong Fu; Hong Wang 021; Qi Xie 002; Qian Zhao 002; Deyu Meng; Zongben Xu (ECCV (19), 2022)

Orientation-Shared Convolution Representation for CT Metal Artifact Learning. - Hong Wang 021; Qi Xie 002; Yuexiang Li; Yawen Huang; Deyu Meng; Yefeng Zheng 001 (MICCAI (6), 2022)

MHF-Net: An Interpretable Deep Network for Multispectral and Hyperspectral Image Fusion. - Qi Xie 002; Minghao Zhou; Qian Zhao 002; Zongben Xu; Deyu Meng (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

FRS-Nets: Fourier Parameterized Rotation and Scale Equivariant Networks for Retinal Vessel Segmentation. - Zihong Sun; Qi Xie 002; Deyu Meng (CoRR, 2023)

Memory-Augmented Deep Unfolding Network for Guided Image Super-resolution. - Man Zhou 003; Keyu Yan; Jinshan Pan; Wenqi Ren; Qi Xie 002; Xiangyong Cao (Int. J. Comput. Vis., 2023)

Fourier Series Expansion Based Filter Parametrization for Equivariant Convolutions. - Qi Xie 002; Qian Zhao 002; Zongben Xu; Deyu Meng (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

OSCNet: Orientation-Shared Convolutional Network for CT Metal Artifact Learning. - Hong Wang 021; Qi Xie 002; Dong Zeng; Jianhua Ma 001; Deyu Meng; Yefeng Zheng 001 (IEEE Trans. Medical Imaging, 2024)

A Learnable Optimization and Regularization Approach to Massive MIMO CSI Feedback. - Zhengyang Hu 001; Guanzhang Liu; Qi Xie 002; Jiang Xue 001; Deyu Meng; Deniz Gündüz (IEEE Trans. Wirel. Commun., 2024)

RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image Deraining. - Hong Wang 021; Qi Xie 002; Qian Zhao 002; Yuexiang Li; Yong Liang 001; Yefeng Zheng 001; Deyu Meng (IEEE Trans. Neural Networks Learn. Syst., 2024)

Rotation Equivariant Proximal Operator for Deep Unfolding Methods in Image Restoration. - Jiahong Fu; Qi Xie 002; Deyu Meng; Zongben Xu (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Low-Light Image Enhancement by Retinex-Based Algorithm Unrolling and Adjustment. - Xinyi Liu; Qi Xie 002; Qian Zhao 002; Hong Wang 021; Deyu Meng (IEEE Trans. Neural Networks Learn. Syst., 2024)

A Regularization-Guided Equivariant Approach for Image Restoration. - Yulu Bai; Jiahong Fu; Qi Xie 002; Deyu Meng (CVPR, 2025)

Rotation-Equivariant Self-Supervised Method in Image Denoising. - Hanze Liu; Jiahong Fu; Qi Xie 002; Deyu Meng (CVPR, 2025)

MDFP-Net: A Model-Driven Deep Neural Network for Fourier Ptychography. - Baopeng Li; Qi Xie 002; Caiwen Ma; Zhibin Pan; Mingyang Yang; Hui Zhao; Wei Gao; Xuewu Fan; Deyu Meng (Comput. Vis. Media, 2025)

DS-Net: A model driven network framework for lesion segmentation on fundus image. - Feiyu Tan; Yuhan Wang; Qi Xie 002; Jiahong Fu; Renzhen Wang; Deyu Meng (Knowl. Based Syst., 2025)

Encoding sampling pattern for robust and generalized MRI reconstruction. - Lina Sun; Hong Wang 021; Qi Xie 002; Yefeng Zheng 001; Deyu Meng (Pattern Recognit., 2025)

Feature Alignment with Equivariant Convolutions for Burst Image Super-Resolution. - Xinyi Liu; Feiyu Tan; Qi Xie 002; Qian Zhao 002; Deyu Meng (CoRR, 2025)

Continuous Filtered Backprojection by Learnable Interpolation Network. - Hui Lin; Dong Zeng; Qi Xie 002; Zerui Mao; Jianhua Ma 001; Deyu Meng (CoRR, 2025)

Polyline Path Masked Attention for Vision Transformer. - Zhongchen Zhao; Chaodong Xiao; Hui Lin; Qi Xie 002; Lei Zhang 006; Deyu Meng (CoRR, 2025)

TRG-Net: An Interpretable and Controllable Rain Generator. - Zhiqiang Pang; Hong Wang 021; Qi Xie 002; Deyu Meng; Zongben Xu (IEEE Trans. Neural Networks Learn. Syst., 2025)

RSF-Conv: Rotation-and-Scale Equivariant Fourier Parameterized Convolution for Retinal Vessel Segmentation. - Zihong Sun; Hong Wang 021; Qi Xie 002; Yefeng Zheng 001; Deyu Meng (IEEE Trans. Neural Networks Learn. Syst., 2025)

DUN-SRE: Deep Unrolling Network With Spatiotemporal Rotation Equivariance for Dynamic MRI Reconstruction. - Yuliang Zhu; Jing Cheng; Qi Xie 002; Zhuo-Xu Cui; Qingyong Zhu; Yuanyuan Liu; Xin Liu 053; Jianfeng Ren; Chengbo Wang; Dong Liang 001 (IEEE J. Sel. Top. Signal Process., 2025)

Rotation Equivariant Arbitrary-Scale Image Super-Resolution. - Qi Xie 002; Jiahong Fu; Zongben Xu; Deyu Meng (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

QMSANet: A quaternion multi-scale attention network for robust color image denoising. - Yi Liu; Qi Xie 002; Yu Guo 008; Guoqing Chen; Boying Wu; Deyu Meng; Jean-Michel Morel; Qiyu Jin; Michael Kwok-Po Ng (Neural Networks, 2026)

Multivariate neural directional total variation. - Zelin Zeng; Guancheng Zhou; Yisi Luo; Xile Zhao; Qi Xie 002; Deyu Meng (Pattern Recognit., 2026)

Vanilla Group Equivariant Vision Transformer: Simple and Effective. - Jiahong Fu; Qi Xie 002; Deyu Meng; Zongben Xu (CoRR, 2026)

Rotation Equivariant Mamba for Vision Tasks. - Zhongchen Zhao; Qi Xie 002; Keyu Huang; Lei Zhang 006; Deyu Meng; Zongben Xu (CoRR, 2026)

Image-to-Image Translation Framework Embedded with Rotation Symmetry Priors. - Feiyu Tan; Heran Yang; Qihong Duan; Kai Ye; Qi Xie 002; Deyu Meng (CoRR, 2026)

Aligning Network Equivariance with Data Symmetry: A Theoretical Framework and Adaptive Approach for Image Restoration. - Feiyu Tan; Qi Xie 002; Zongben Xu; Deyu Meng (CoRR, 2026)