Total variation with overlapping group sparsity for image deblurring under impulse noise. - Gang Liu; Ting-Zhu Huang; Jun Liu 012; Xiao-Guang Lv (CoRR, 2013)

New approximate thresholding/shrinkage formulas for one class of regularization problems with overlapping group sparsity. - Gang Liu; Ting-Zhu Huang; Xiao-Guang Lv; Jun Liu 012 (CoRR, 2013)

An efficient operator splitting method for local region Chan-Vese model. - Hui Wang; Ting-Zhu Huang; Jun Liu 012 (EURASIP J. Adv. Signal Process., 2013)

Split Bregman Iteration Algorithm for Image Deblurring Using Fourth-Order Total Bounded Variation Regularization Model. - Yi Xu; Ting-Zhu Huang; Jun Liu 012; Xiao-Guang Lv (J. Appl. Math., 2013)

High-order TVL1-based images restoration and spatially adapted regularization parameter selection. - Gang Liu; Ting-Zhu Huang; Jun Liu 012 (Comput. Math. Appl., 2014)

An alternating iterative algorithm for image deblurring and denoising problems. - Si Wang; Ting-Zhu Huang; Jun Liu 012; Xiao-Guang Lv (Commun. Nonlinear Sci. Numer. Simul., 2014)

An augmented Lagrangian algorithm for total bounded variation regularization based image deblurring. - Yi Xu; Ting-Zhu Huang; Jun Liu 012; Xiao-Guang Lv (J. Frankl. Inst., 2014)

Restoration of blurred color images with impulse noise. - Jun Liu 012; Ting-Zhu Huang; Xiao-Guang Lv; Jie Huang 005 (Comput. Math. Appl., 2015)

Image restoration using total variation with overlapping group sparsity. - Jun Liu 012; Ting-Zhu Huang; Ivan W. Selesnick; Xiao-Guang Lv; Po-Yu Chen 003 (Inf. Sci., 2015)

Alternating direction method for the high-order total variation-based Poisson noise removal problem. - Le Jiang; Jin Huang 011; Xiao-Guang Lv; Jun Liu 012 (Numer. Algorithms, 2015)

Deblurring Poisson noisy images by total variation with overlapping group sparsity. - Xiao-Guang Lv; Le Jiang; Jun Liu 012 (Appl. Math. Comput., 2016)

A convex total generalized variation regularized model for multiplicative noise and blur removal. - Mu-Ga Shama; Ting-Zhu Huang; Jun Liu 012; Si Wang (Appl. Math. Comput., 2016)

New inexact explicit thresholding/shrinkage formulas for inverse problems with overlapping group sparsity. - Gang Liu; Ting-Zhu Huang; Xiao-Guang Lv; Jun Liu 012 (EURASIP J. Image Video Process., 2016)

Total variation with overlapping group sparsity for speckle noise reduction. - Jun Liu 012; Ting-Zhu Huang; Gang Liu; Si Wang; Xiao-Guang Lv (Neurocomputing, 2016)

Image segmentation based on an active contour model of partial image restoration with local cosine fitting energy. - Jiaqing Miao; Ting-Zhu Huang; Xiaobing Zhou; Yugang Wang; Jun Liu 012 (Inf. Sci., 2018)

Image Smoothing Via Gradient Sparsity and Surface Area Minimization. - Jun Liu 012; Ming Yan 006; Jinshan Zeng; Tieyong Zeng (ICIP, 2019)

Semi-blind image deblurring by a proximal alternating minimization method with convergence guarantees. - Hong-Xia Dou; Ting-Zhu Huang; Xi-Le Zhao; Jie Huang 005; Jun Liu 012 (Appl. Math. Comput., 2020)

Rank-One Prior: Toward Real-Time Scene Recovery. - Jun Liu 012; Ryan Wen Liu; Jianing Sun; Tieyong Zeng (CVPR, 2021)

Single image restoration through ℓ2-relaxed truncated ℓ0 analysis-based sparse optimization in tight frames. - Liangtian He; Yilun Wang; Jun Liu 012; Chao Wang 091; Shaobing Gao (Neurocomputing, 2021)

Image restoration using overlapping group sparsity on hyper-Laplacian prior of image gradient. - Kyongson Jon; Ying Sun; Qixin Li; Jun Liu 012; Xiaofei Wang; Wensheng Zhu (Neurocomputing, 2021)

Blind motion deconvolution for binary images. - Xiao-Guang Lv; Jun Liu 012; Fang Li 004; Xuan-Liang Yao (J. Comput. Appl. Math., 2021)

Weighted Hyper-Laplacian Prior with Overlapping Group Sparsity for Image Restoration under Cauchy Noise. - Kyongson Jon; Jun Liu 012; Xiaofei Wang; Wensheng Zhu; Yu Xing (J. Sci. Comput., 2021)

Surface-Aware Blind Image Deblurring. - Jun Liu 012; Ming Yan 006; Tieyong Zeng (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

Wavelet Frame-Based Image Restoration via $ ell _2$-Relaxed Truncated $ ell _0$ Regularization and Nonlocal Estimation. - Liangtian He; Yilun Wang; Jin-Jin Mei; Jun Liu 012; Chao Wang 091 (IEEE Signal Process. Lett., 2021)

Tensor Completion Via Collaborative Sparse and Low-Rank Transforms. - Ben-Zheng Li; Xi-Le Zhao; Jian-Li Wang; Yong Chen 013; Tai-Xiang Jiang; Jun Liu 012 (IEEE Trans. Computational Imaging, 2021)

Uncertainty-Aware Unsupervised Image Deblurring with Deep Priors Guided by Domain Knowledge. - Xiaole Tang; Xile Zhao; Jun Liu 012; Jian-Li Wang; Yuchun Miao; Tieyong Zeng (CoRR, 2022)

Uncertainty-Aware Unsupervised Image Deblurring with Deep Residual Prior. - Xiaole Tang; Xile Zhao; Jun Liu 012; Jianli Wang; Yuchun Miao; Tieyong Zeng (CVPR, 2023)

A Theoretically Guaranteed Quaternion Weighted Schatten p-norm Minimization Method for Color Image Restoration. - Qing-Hua Zhang; Liangtian He; Yilun Wang; Liang-Jian Deng; Jun Liu 012 (CoRR, 2023)

Rank-One Prior: Real-Time Scene Recovery. - Jun Liu 012; Ryan Wen Liu; Jianing Sun; Tieyong Zeng (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

AoSRNet: All-in-One Scene Recovery Networks via multi-knowledge integration. - Yuxu Lu; Dong Yang 003; Yuan Gao 015; Ryan Wen Liu; Jun Liu 012; Yu Guo 008 (Knowl. Based Syst., 2024)

Remote Sensing Image Destriping by an ℓ₀-Based Nonconvex Model With Overlapping Group Sparse Hyper-Laplacian Prior. - Hong-Xia Dou; Miao-Miao Zhang; Rui Wen; Yong Chen 013; Jun Liu 012; Liang-Jian Deng (IEEE Geosci. Remote. Sens. Lett., 2024)

Quaternion weighted Schatten p-norm minimization for color image restoration with convergence guarantee. - Qinghua Zhang; Liangtian He; Yilun Wang; Liang-Jian Deng; Jun Liu 012 (Signal Process., 2024)

Unsupervised video rain streaks removal with deep foreground-background modeling. - Jun-Hao Zhuang; Yi-Si Luo; Xi-Le Zhao; Tai-Xiang Jiang; Yi Chang 002; Jun Liu 012 (J. Comput. Appl. Math., 2024)

Quaternion-based deep image prior with regularization by denoising for color image restoration. - Qinghua Zhang; Liangtian He; Shaobing Gao; Liang-Jian Deng; Jun Liu 012 (Signal Process., 2025)

Scene recovery with detail-preserving. - Tingting Wu 001; Xinru Wang; Jun Liu 012; Tieyong Zeng (Signal Process. Image Commun., 2025)

Constrained low-rank approximation of quaternion matrices and beyond. - Zhijie Wang; Liangtian He; Jifei Miao; Liang-Jian Deng; Jun Liu 012 (Appl. Math. Lett., 2026)