Jian-Feng Cai

Publication Activity (10 Years)

Years Active: 2007-2024
Publications (10 Years): 62

Top Topics

Compressed Sensing

Norm Minimization

Top Venues

IEEE Trans. Signal Process.

J. Sci. Comput.

Publications

Jian-Feng Cai, Yu Long, Ruixue Wen, Jiaxi Ying
A Fast and Provable Algorithm for Sparse Phase Retrieval. ICLR (2024)
Junyi Fan, Yuxuan Han, Jialin Zeng, Jian-Feng Cai, Yang Wang, Yang Xiang, Jiheng Zhang
RL in Markov Games with Independent Function Approximation: Improved Sample Complexity Bound under the Local Access Model. AISTATS (2024)
Junyi Fan, Yuxuan Han, Jialin Zeng, Jian-Feng Cai, Yang Wang, Yang Xiang, Jiheng Zhang
RL in Markov Games with Independent Function Approximation: Improved Sample Complexity Bound under the Local Access Model. CoRR (2024)
Jian-Feng Cai, Jae Kyu Choi, Jingyang Li
Restoration Guarantee of Image Inpainting via Low Rank Patch Matrix Completion. CoRR (2023)
Jian-Feng Cai, Yu Long, Ruixue Wen, Jiaxi Ying
A Fast and Provable Algorithm for Sparse Phase Retrieval. CoRR (2023)
HanQin Cai, Jian-Feng Cai, Juntao You
Structured Gradient Descent for Fast Robust Low-Rank Hankel Matrix Completion. SIAM J. Sci. Comput. 45 (3) (2023)
Jian-Feng Cai, Jingyang Li, Dong Xia
Online Tensor Learning: Computational and Statistical Trade-offs, Adaptivity and Optimal Regret. CoRR (2023)
Yinan Shen, Jingyang Li, Jian-Feng Cai, Dong Xia
Computationally Efficient and Statistically Optimal Robust High-Dimensional Linear Regression. CoRR (2023)
Jian-Feng Cai, Zhiqiang Xu, Zili Xu
Asymptotically Sharp Upper Bound for the Column Subset Selection Problem. CoRR (2023)
Xunmeng Wu, Zai Yang, Jian-Feng Cai, Zongben Xu
Spectral Super-Resolution on the Unit Circle Via Gradient Descent. ICASSP (2023)
Jian-Feng Cai, Jae Kyu Choi, Chenchuan Zhou
Two Stage Continuous Domain Regularization for Piecewise Constant Image Restoration. CoRR (2022)
Jian-Feng Cai, Meng Huang, Dong Li, Yang Wang
Nearly optimal bounds for the global geometric landscape of phase retrieval. CoRR (2022)
Yinan Shen, Jingyang Li, Jian-Feng Cai, Dong Xia
Computationally Efficient and Statistically Optimal Robust Low-rank Matrix Estimation. CoRR (2022)
Jian-Feng Cai, Yuling Jiao, Xiliang Lu, Juntao You
Sample-Efficient Sparse Phase Retrieval via Stochastic Alternating Minimization. IEEE Trans. Signal Process. 70 (2022)
Jian-Feng Cai, Jae Kyu Choi, Ke Wei
Approximation Theory of Total Variation Minimization for Data Completion. CoRR (2022)
HanQin Cai, Jian-Feng Cai, Juntao You
Structured Gradient Descent for Fast Robust Low-Rank Hankel Matrix Completion. CoRR (2022)
Jian-Feng Cai, Jingyang Li, Dong Xia
Provable Tensor-Train Format Tensor Completion by Riemannian Optimization. J. Mach. Learn. Res. 23 (2022)
Jian-Feng Cai, Jingyang Li, Juntao You
Provable Sample-Efficient Sparse Phase Retrieval Initialized by Truncated Power Method. CoRR (2022)
Jian-Feng Cai, Meng Huang, Dong Li, Yang Wang
The global landscape of phase retrieval I: perturbed amplitude models. CoRR (2021)
Jiaxi Ying, José Vinícius de Miranda Cardoso, Jian-Feng Cai, Daniel P. Palomar
Fast Projected Newton-like Method for Precision Matrix Estimation with Nonnegative Partial Correlations. CoRR (2021)
Jian-Feng Cai, Yuling Jiao, Xiliang Lu, Juntao You
Sample-Efficient Sparse Phase Retrieval via Stochastic Alternating Minimization. CoRR (2021)
Tianyu Qiu, Wenjing Liao, Yihui Huang, Jinyu Wu, Di Guo, Dongbao Liu, Xin Wang, Jian-Feng Cai, Bingwen Hu, Xiaobo Qu
An Automatic Denoising Method for NMR Spectroscopy Based on Low-Rank Hankel Model. IEEE Trans. Instrum. Meas. 70 (2021)
Haifeng Wang, Jian-Feng Cai, Tianming Wang, Ke Wei
Fast Cadzow's Algorithm and a Gradient Variant. J. Sci. Comput. 88 (2) (2021)
Ji Li, Jian-Feng Cai, Hongkai Zhao
Scalable Incremental Nonconvex Optimization Approach for Phase Retrieval. J. Sci. Comput. 87 (2) (2021)
HanQin Cai, Jian-Feng Cai, Tianming Wang, Guojian Yin
Accelerated Structured Alternating Projections for Robust Spectrally Sparse Signal Recovery. IEEE Trans. Signal Process. 69 (2021)
Jian-Feng Cai, Jingyang Li, Dong Xia
Provable Tensor-Train Format Tensor Completion by Riemannian Optimization. CoRR (2021)
Jian-Feng Cai, Meng Huang, Dong Li, Yang Wang
The global landscape of phase retrieval II: quotient intensity models. CoRR (2021)
Jian-Feng Cai, Jingzhi Li, Xiliang Lu, Juntao You
Sparse Signal Recovery From Phaseless Measurements via Hard Thresholding Pursuit. CoRR (2020)
Jian-Feng Cai, Jae Kyu Choi, Jingyang Li, Ke Wei
Image Restoration: Structured Low Rank Matrix Framework for Piecewise Smooth Functions and Beyond. CoRR (2020)
Jian-Feng Cai, Jae Kyu Choi, Ke Wei
Data Driven Tight Frame for Compressed Sensing MRI Reconstruction via Off-the-Grid Regularization. SIAM J. Imaging Sci. 13 (3) (2020)
Jin Wang, Wei Xu, Jian-Feng Cai, Qing Zhu, Yunhui Shi, Baocai Yin
Multi-Direction Dictionary Learning Based Depth Map Super-Resolution With Autoregressive Modeling. IEEE Trans. Multim. 22 (6) (2020)
Zhenzhen Li, Jian-Feng Cai, Ke Wei
Toward the Optimal Construction of a Loss Function Without Spurious Local Minima for Solving Quadratic Equations. IEEE Trans. Inf. Theory 66 (5) (2020)
Jian-Feng Cai, Lizhang Miao, Yang Wang, Yin Xian
Provable Near-Optimal Low-Multilinear-Rank Tensor Recovery. CoRR (2020)
Jin Wang, Chen Wang, Qingming Huang, Yunhui Shi, Jian-Feng Cai, Qing Zhu, Baocai Yin
Image Inpainting Based on Multi-frequency Probabilistic Inference Model. ACM Multimedia (2020)
Shousheng Luo, Ruyue Meng, Suhua Wei, Jian-Feng Cai, Xue-Cheng Tai, Yang Wang
Data-driven Method for 3D Axis-symmetric Object Reconstruction from Single Cone-beam Projection Data. CoRR (2019)
Jian-Feng Cai, Haixia Liu, Yang Wang
Fast Rank-One Alternating Minimization Algorithm for Phase Retrieval. J. Sci. Comput. 79 (1) (2019)
HanQin Cai, Jian-Feng Cai, Ke Wei
Accelerated Alternating Projections for Robust Principal Component Analysis. J. Mach. Learn. Res. 20 (2019)
Shousheng Luo, Ruyue Meng, Suhua Wei, Jian-Feng Cai, Xue-Cheng Tai, Yang Wang
Data-driven Method for 3D Axis-symmetric Object Reconstruction from Single Cone-beam Projection Data. ISICDM (2019)
Yang Yang, Wenye Ma, Yin Zheng, Jian-Feng Cai, Weiyu Xu
Fast Single Image Reflection Suppression via Convex Optimization. CVPR (2019)
HanQin Cai, Jian-Feng Cai, Tianming Wang, Guojian Yin
Fast and Robust Spectrally Sparse Signal Recovery: A Provable Non-Convex Approach via Robust Low-Rank Hankel Matrix Reconstruction. CoRR (2019)
Haifeng Wang, Jian-Feng Cai, Tianming Wang, Ke Wei
Fast Cadzow's Algorithm and a Gradient Variant. CoRR (2019)
Yang Yang, Wenye Ma, Yin Zheng, Jian-Feng Cai, Weiyu Xu
Fast Single Image Reflection Suppression via Convex Optimization. CoRR (2019)
Jian-Feng Cai, Jae Kyu Choi, Ke Wei
Off-the-Grid Compressed Sensing MRI Reconstruction via Data Driven Tight Frame Regularization. CoRR (2019)
Jian-Feng Cai, Dong Li, Jiaze Sun, Ke Wang
Enhanced Expressive Power and Fast Training of Neural Networks by Random Projections. CoRR (2018)
Jiaxi Ying, Jian-Feng Cai, Di Guo, Gongguo Tang, Zhong Chen, Xiaobo Qu
Vandermonde Factorization of Hankel Matrix for Complex Exponential Signal Recovery - Application in Fast NMR Spectroscopy. IEEE Trans. Signal Process. 66 (21) (2018)
Jian-Feng Cai, Tianming Wang, Ke Wei
Spectral Compressed Sensing via Projected Gradient Descent. SIAM J. Optim. 28 (3) (2018)
Yin Xian, Hanlin Gu, Wei Wang, Xuhui Huang, Yuan Yao, Yang Wang, Jian-Feng Cai
Data-Driven Tight Frame for CRYO-EM Image Denoising and Conformational Classification. GlobalSIP (2018)
Zhenzhen Li, Jian-Feng Cai, Ke Wei
Towards the optimal construction of a loss function without spurious local minima for solving quadratic equations. CoRR (2018)
Weiyu Xu, Jirong Yi, Soura Dasgupta, Jian-Feng Cai, Mathews Jacob, Myung Cho
Sep]ration-Free Super-Resolution from Compressed Measurements is Possible: an Orthonormal Atomic Norm Minimization Approach. ISIT (2018)
Jian-Feng Cai, Ke Wei
Exploiting the structure effectively and efficiently in low rank matrix recovery. CoRR (2018)
HanQin Cai, Jian-Feng Cai, Ke Wei
Accelerated Alternating Projections for Robust Principal Component Analysis. CoRR (2017)
Jian-Feng Cai, Weiyu Xu, Yang Yang
Large scale 2D spectral compressed sensing in continuous domain. ICASSP (2017)
Jiaxi Ying, Hengfa Lu, Qingtao Wei, Jian-Feng Cai, Di Guo, Jihui Wu, Zhong Chen, Xiaobo Qu
Hankel Matrix Nuclear Norm Regularized Tensor Completion for N-dimensional Exponential Signals. IEEE Trans. Signal Process. 65 (14) (2017)
Weiyu Xu, Jirong Yi, Soura Dasgupta, Jian-Feng Cai, Mathews Jacob, Myung Cho
Separation-Free Super-Resolution from Compressed Measurements is Possible: an Orthonormal Atomic Norm Minimization Approach. CoRR (2017)
Xiaobo Qu, Jiaxi Ying, Jian-Feng Cai, Zhong Chen
Accelerated magnetic resonance spectroscopy with Vandermonde factorization. EMBC (2017)
Zhifang Zhan, Jian-Feng Cai, Di Guo, Yunsong Liu, Zhong Chen, Xiaobo Qu
Fast Multiclass Dictionaries Learning With Geometrical Directions in MRI Reconstruction. IEEE Trans. Biomed. Eng. 63 (9) (2016)
Jian-Feng Cai, Tianming Wang, Ke Wei
Fast and Provable Algorithms for Spectrally Sparse Signal Reconstruction via Low-Rank Hankel Matrix Completion. CoRR (2016)
Bingwen Zhang, Weiyu Xu, Jian-Feng Cai, Lifeng Lai
Precise phase transition of total variation minimization. ICASSP (2016)
Ke Wei, Jian-Feng Cai, Tony F. Chan, Shingyu Leung
Guarantees of Riemannian Optimization for Low Rank Matrix Recovery. SIAM J. Matrix Anal. Appl. 37 (3) (2016)
Myung Cho, Jian-Feng Cai, Suhui Liu, Yonina C. Eldar, Weiyu Xu
Fast alternating projected gradient descent algorithms for recovering spectrally sparse signals. ICASSP (2016)
Yunsong Liu, Zhifang Zhan, Jian-Feng Cai, Di Guo, Zhong Chen, Xiaobo Qu
Projected Iterative Soft-Thresholding Algorithm for Tight Frames in Compressed Sensing Magnetic Resonance Imaging. IEEE Trans. Medical Imaging 35 (9) (2016)
Jiaxi Ying, Hengfa Lu, Qingtao Wei, Jian-Feng Cai, Di Guo, Jihui Wu, Zhong Chen, Xiaobo Qu
Hankel Matrix Nuclear Norm Regularized Tensor Completion for N-dimensional Exponential Signals. CoRR (2016)
Jian-Feng Cai, Xiaobo Qu, Weiyu Xu, Gui-Bo Ye
Robust recovery of complex exponential signals from random Gaussian projections via low rank Hankel matrix reconstruction. CoRR (2015)
Myung Cho, Kumar Vijay Mishra, Jian-Feng Cai, Weiyu Xu
Block Iterative Reweighted Algorithms for Super-Resolution of Spectrally Sparse Signals. CoRR (2015)
Jian-Feng Cai, Suhui Liu, Weiyu Xu
Projected Wirtinger Gradient Descent for Low-Rank Hankel Matrix Completion in Spectral Compressed Sensing. CoRR (2015)
Bingwen Zhang, Weiyu Xu, Jian-Feng Cai, Lifeng Lai
Precise Phase Transition of Total Variation Minimization. CoRR (2015)
Zhifang Zhan, Jian-Feng Cai, Di Guo, Yunsong Liu, Zhong Chen, Xiaobo Qu
Fast Multi-class Dictionaries Learning with Geometrical Directions in MRI Reconstruction. CoRR (2015)
Myung Cho, Kumar Vijay Mishra, Jian-Feng Cai, Weiyu Xu
Block Iterative Reweighted Algorithms for Super-Resolution of Spectrally Sparse Signals. IEEE Signal Process. Lett. 22 (12) (2015)
Yunsong Liu, Zhifang Zhan, Jian-Feng Cai, Di Guo, Zhong Chen, Xiaobo Qu
A Simple and Fast Iterative Soft-thresholding Algorithm for Tight Frames in Compressed Sensing Magnetic Resonance Imaging. CoRR (2015)
Weiyu Xu, Jian-Feng Cai, Kumar Vijay Mishra, Myung Cho, Anton Kruger
Precise semidefinite programming formulation of atomic norm minimization for recovering d-dimensional (D ≥ 2) off-the-grid frequencies. ITA (2014)
Jin Wang, Jian-Feng Cai, Yunhui Shi, Baocai Yin
Incoherent dictionary learning for sparse representation based image denoising. ICIP (2014)
Jian-Feng Cai, Xun Jia, Hao Gao, Steve B. Jiang, Zuowei Shen, Hongkai Zhao
Cine Cone Beam CT Reconstruction Using Low-Rank Matrix Factorization: Algorithm and a Proof-of-Principle Study. IEEE Trans. Medical Imaging 33 (8) (2014)
Jian-Feng Cai, Weiyu Xu
Guarantees of total variation minimization for signal recovery. Allerton (2013)
Chenglong Bao, Jian-Feng Cai, Hui Ji
Fast Sparsity-Based Orthogonal Dictionary Learning for Image Restoration. ICCV (2013)
Jian-Feng Cai, Weiyu Xu
Guarantees of Total Variation Minimization for Signal Recovery CoRR (2013)
Weiyu Xu, Jian-Feng Cai, Kumar Vijay Mishra, Myung Cho, Anton Kruger
Precise Semidefinite Programming Formulation of Atomic Norm Minimization for Recovering d-Dimensional ($d\geq 2$) Off-the-Grid Frequencies. CoRR (2013)
Weiyu Xu, Meng Wang, Jian-Feng Cai, Ao Tang
Sparse Error Correction From Nonlinear Measurements With Applications in Bad Data Detection for Power Networks. IEEE Trans. Signal Process. 61 (24) (2013)
Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen
Framelet-Based Blind Motion Deblurring From a Single Image. IEEE Trans. Image Process. 21 (2) (2012)
Shu-Ling Yang, Jian-Feng Cai, Hai-Wei Sun
Multigrid algorithm from cyclic reduction for Markovian queueing networks. Appl. Math. Comput. 217 (16) (2011)
Hui Zhang, Jian-Feng Cai, Lizhi Cheng, Jubo Zhu
Strongly Convex Programming for Exact Matrix Completion and Robust Principal Component Analysis CoRR (2011)
Jian-Feng Cai, Emmanuel J. Candès, Zuowei Shen
A Singular Value Thresholding Algorithm for Matrix Completion. SIAM J. Optim. 20 (4) (2010)
Jian-Feng Cai, Raymond H. Chan, Mila Nikolova
Fast Two-Phase Image Deblurring Under Impulse Noise. J. Math. Imaging Vis. 36 (1) (2010)
Gui-Bo Ye, Jian-Feng Cai, Xiaohui Xie
Split Bregman Method for Sparse Inverse Covariance Estimation with Matrix Iteration Acceleration CoRR (2010)
Jian-Feng Cai, Stanley J. Osher, Zuowei Shen
-norm minimization. Math. Comput. 78 (268) (2009)
Jian-Feng Cai, Stanley J. Osher, Zuowei Shen
Linearized Bregman iterations for compressed sensing. Math. Comput. 78 (267) (2009)
Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen
Blind motion deblurring from a single image using sparse approximation. CVPR (2009)
Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen
High-quality curvelet-based motion deblurring from an image pair. CVPR (2009)
Jian-Feng Cai, Stanley J. Osher, Zuowei Shen
Linearized Bregman Iterations for Frame-Based Image Deblurring. SIAM J. Imaging Sci. 2 (1) (2009)
Jian-Feng Cai, Stanley J. Osher, Zuowei Shen
Split Bregman Methods and Frame Based Image Restoration. Multiscale Model. Simul. 8 (2) (2009)
Jian-Feng Cai, Raymond H. Chan, Lixin Shen, Zuowei Shen
Simultaneously inpainting in image and transformed domains. Numerische Mathematik 112 (4) (2009)
Jian-Feng Cai, Raymond H. Chan, Lixin Shen, Zuowei Shen
Convergence analysis of tight framelet approach for missing data recovery. Adv. Comput. Math. 31 (1-3) (2009)
Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen
Blind motion deblurring using multiple images. J. Comput. Phys. 228 (14) (2009)
Jian-Feng Cai, Raymond H. Chan, Lixin Shen, Zuowei Shen
Restoration of Chopped and Nodded Images by Framelets. SIAM J. Sci. Comput. 30 (3) (2008)
Jian-Feng Cai, Raymond H. Chan, Carmine Di Fiore
Minimization of a Detail-Preserving Regularization Functional for Impulse Noise Removal. J. Math. Imaging Vis. 29 (1) (2007)