Zuowei Shen

Publication Activity (10 Years)

Years Active: 1995-2023
Publications (10 Years): 38

Top Topics

Low Rank And Sparse

Image Restoration

Top Venues

SIAM J. Imaging Sci.

Multiscale Model. Simul.

SIAM J. Math. Anal.

Publications

Jingpu Cheng, Qianxiao Li, Ting Lin, Zuowei Shen
Interpolation, Approximation and Controllability of Deep Neural Networks. CoRR (2023)
Dan Gibson, Hema Hariharan, Eric Lance, Moray McLaren, Behnam Montazeri, Arjun Singh, Stephen Wang, Hassan M. G. Wassel, Zhehua Wu, Sunghwan Yoo, Raghuraman Balasubramanian, Prashant Chandra, Michael Cutforth, Peter Cuy, David Decotigny, Rakesh Gautam, Alex Iriza, Milo M. K. Martin, Rick Roy, Zuowei Shen, Ming Tan, Ye Tang, Monica Wong-Chan, Joe Zbiciak, Amin Vahdat
Aquila: A unified, low-latency fabric for datacenter networks. NSDI (2022)
Ting Lin, Zuowei Shen, Qianxiao Li
On the Universal Approximation Property of Deep Fully Convolutional Neural Networks. CoRR (2022)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Neural Network Architecture Beyond Width and Depth. CoRR (2022)
Yong Zheng Ong, Zuowei Shen, Haizhao Yang
Integral Autoencoder Network for Discretization-Invariant Learning. J. Mach. Learn. Res. 23 (2022)
Shijun Zhang, Zuowei Shen, Haizhao Yang
Deep Network Approximation: Achieving Arbitrary Accuracy with Fixed Number of Neurons. J. Mach. Learn. Res. 23 (2022)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Deep Network Approximation in Terms of Intrinsic Parameters. ICML (2022)
Shijun Zhang, Zuowei Shen, Haizhao Yang
Neural Network Architecture Beyond Width and Depth. NeurIPS (2022)
Qianxiao Li, Ting Lin, Zuowei Shen
Deep Neural Network Approximation of Invariant Functions through Dynamical Systems. CoRR (2022)
Yong Zheng Ong, Zuowei Shen, Haizhao Yang
IAE-Net: Integral Autoencoders for Discretization-Invariant Learning. CoRR (2022)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Deep Network Approximation: Achieving Arbitrary Accuracy with Fixed Number of Neurons. CoRR (2021)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Neural network approximation: Three hidden layers are enough. Neural Networks 141 (2021)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Deep Network With Approximation Error Being Reciprocal of Width to Power of Square Root of Depth. Neural Comput. 33 (4) (2021)
Bin Dong, Zuowei Shen, Jianbin Yang
Approximation from Noisy Data. SIAM J. Numer. Anal. 59 (5) (2021)
Jianfeng Lu, Zuowei Shen, Haizhao Yang, Shijun Zhang
Deep Network Approximation for Smooth Functions. SIAM J. Math. Anal. 53 (5) (2021)
Zuowei Shen, Haizhao Yang, Shijun Zhang
ReLU Network Approximation in Terms of Intrinsic Parameters. CoRR (2021)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth. CoRR (2021)
Hui Ji, Zuowei Shen, Yufei Zhao
Multiscale Discrete Framelet Transform for Graph-Structured Signals. Multiscale Model. Simul. 18 (3) (2020)
Yongqiang Cai, Qianxiao Li, Zuowei Shen
Optimization in Machine Learning: A Distribution Space Approach. CoRR (2020)
Jianfeng Lu, Zuowei Shen, Haizhao Yang, Shijun Zhang
Deep Network Approximation for Smooth Functions. CoRR (2020)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Deep Network Approximation with Discrepancy Being Reciprocal of Width to Power of Depth. CoRR (2020)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Neural Network Approximation: Three Hidden Layers Are Enough. CoRR (2020)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Nonlinear Approximation via Compositions. CoRR (2019)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Deep Network Approximation Characterized by Number of Neurons. CoRR (2019)
Zuowei Shen, Haizhao Yang, Shijun Zhang
Nonlinear approximation via compositions. Neural Networks 119 (2019)
Yongqiang Cai, Qianxiao Li, Zuowei Shen
A Quantitative Analysis of the Effect of Batch Normalization on Gradient Descent. ICML (2019)
Qianxiao Li, Ting Lin, Zuowei Shen
Deep Learning via Dynamical Systems: An Approximation Perspective. CoRR (2019)
Yongqiang Cai, Qianxiao Li, Zuowei Shen
On the Convergence and Robustness of Batch Normalization. CoRR (2018)
Chenglong Bao, George Barbastathis, Hui Ji, Zuowei Shen, Zhengyun Zhang
Coherence Retrieval Using Trace Regularization. SIAM J. Imaging Sci. 11 (1) (2018)
Jianbin Yang, Guanhua Zhu, Dudu Tong, Lanyuan Lu, Zuowei Shen
B-spline tight frame based force matching method. J. Comput. Phys. 362 (2018)
Bin Han, Qingtang Jiang, Zuowei Shen, Xiaosheng Zhuang
Symmetric canonical quincunx tight framelets with high vanishing moments and smoothness. Math. Comput. 87 (309) (2018)
Hui Ji, Zuowei Shen, Yufei Zhao
Digital Gabor filters with MRA structure. Multiscale Model. Simul. 16 (1) (2018)
Bin Dong, Zuowei Shen, Peichu Xie
Image Restoration: A General Wavelet Frame Based Model and Its Asymptotic Analysis. SIAM J. Math. Anal. 49 (1) (2017)
Bin Dong, Qingtang Jiang, Zuowei Shen
Image Restoration: Wavelet Frame Shrinkage, Nonlinear Evolution PDEs, and Beyond. Multiscale Model. Simul. 15 (1) (2017)
Bin Dong, Zuowei Shen, Peichu Xie
Image Restoration: A General Wavelet Frame Based Model and Its Asymptotic Analysis. CoRR (2016)
Jiulong Liu, Xiaoqun Zhang, Bin Dong, Zuowei Shen, Lixu Gu
A Wavelet Frame Method with Shape Prior for Ultrasound Video Segmentation. SIAM J. Imaging Sci. 9 (2) (2016)
Zhitao Fan, Hui Ji, Zuowei Shen
Dual Gramian analysis: Duality principle and unitary extension principle. Math. Comput. 85 (297) (2016)
Chenglong Bao, Hui Ji, Yuhui Quan, Zuowei Shen
Dictionary Learning for Sparse Coding: Algorithms and Convergence Analysis. IEEE Trans. Pattern Anal. Mach. Intell. 38 (7) (2016)
Qingtang Jiang, Zuowei Shen
Tight wavelet frames in low dimensions with canonical filters. J. Approx. Theory 196 (2015)
Bin Han, Qingtang Jiang, Zuowei Shen, Xiaosheng Zhuang
Symmetric Canonical Quincunx Tight Framelets with High Vanishing Moments and Smoothness. CoRR (2015)
Yuhui Quan, Hui Ji, Zuowei Shen
Data-Driven Multi-scale Non-local Wavelet Frame Construction and Image Recovery. J. Sci. Comput. 63 (2) (2015)
Hong Jiang, Songqing Zhao, Zuowei Shen, Wei Deng, Paul A. Wilford, Raziel Haimi-Cohen
Surveillance Video Analysis Using Compressive Sensing With Low Latency. Bell Labs Tech. J. 18 (4) (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)
Chenglong Bao, Hui Ji, Yuhui Quan, Zuowei Shen
L0 Norm Based Dictionary Learning by Proximal Methods with Global Convergence. CVPR (2014)
Zheng Gong, Zuowei Shen, Kim-Chuan Toh
Image Restoration with Mixed or Unknown Noises. Multiscale Model. Simul. 12 (2) (2014)
Ming Li, Zhitao Fan, Hui Ji, Zuowei Shen
Wavelet Frame Based Algorithm for 3D Reconstruction in Electron Microscopy. SIAM J. Sci. Comput. 36 (1) (2014)
Hong Jiang, Wei Deng, Zuowei Shen
Surveillance Video Processing Using Compressive Sensing CoRR (2013)
Zuowei Shen, Zhiqiang Xu
On B-Spline Framelets Derived from the Unitary Extension Principle. SIAM J. Math. Anal. 45 (1) (2013)
Fei Yang, Hong Jiang, Zuowei Shen, Wei Deng, Dimitris N. Metaxas
Adaptive low rank and sparse decomposition of video using compressive sensing CoRR (2013)
Bin Dong, Jia Li, Zuowei Shen
X-Ray CT Image Reconstruction via Wavelet Frame Based Regularization and Radon Domain Inpainting. J. Sci. Comput. 54 (2-3) (2013)
Cheng Tai, Xiaoqun Zhang, Zuowei Shen
Wavelet Frame Based Multiphase Image Segmentation. SIAM J. Imaging Sci. 6 (4) (2013)
Likun Hou, Hui Ji, Zuowei Shen
Recovering Over-/Underexposed Regions in Photographs. SIAM J. Imaging Sci. 6 (4) (2013)
Fei Yang, Hong Jiang, Zuowei Shen, Wei Deng, Dimitris N. Metaxas
Adaptive low rank and sparse decomposition of video using compressive sensing. ICIP (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)
Bin Han, Gitta Kutyniok, Zuowei Shen
Adaptive Multiresolution Analysis Structures and Shearlet Systems. SIAM J. Numer. Anal. 49 (5) (2011)
Zuowei Shen, Zhiqiang Xu
On B-spline framelets derived from the unitary extension principle CoRR (2011)
Zuowei Shen, Kim-Chuan Toh, Sangwoon Yun
An Accelerated Proximal Gradient Algorithm for Frame-Based Image Restoration via the Balanced Approach. SIAM J. Imaging Sci. 4 (2) (2011)
Bin Dong, Zuowei Shen
Wavelet frame based surface reconstruction from unorganized points. J. Comput. Phys. 230 (22) (2011)
Hui Ji, Si-Bin Huang, Zuowei Shen, Yuhong Xu
Robust Video Restoration by Joint Sparse and Low Rank Matrix Approximation. SIAM J. Imaging Sci. 4 (4) (2011)
Jian-Feng Cai, Emmanuel J. Candès, Zuowei Shen
A Singular Value Thresholding Algorithm for Matrix Completion. SIAM J. Optim. 20 (4) (2010)
Hui Ji, Zuowei Shen, Yuhong Xu
Wavelet frame based scene reconstruction from range data. J. Comput. Phys. 229 (6) (2010)
Hui Ji, Chaoqiang Liu, Zuowei Shen, Yuhong Xu
Robust video denoising using low rank matrix completion. CVPR (2010)
Bin Dong, Aichi Chien, Zuowei Shen, Stanley J. Osher
A New Multiscale Representation for Shapes and Its Application to Blood Vessel Recovery. SIAM J. Sci. Comput. 32 (4) (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)
Herwig Wendt, Patrice Abry, Stéphane Jaffard, Hui Ji, Zuowei Shen
Wavelet Leader multifractal analysis for texture classification. ICIP (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)
Michael J. Johnson, Zuowei Shen, Yuhong Xu
Scattered data reconstruction by regularization in B-spline and associated wavelet spaces. J. Approx. Theory 159 (2) (2009)
Bin Han, Zuowei Shen
Wavelets with Spectral Approximation Order. SIAM J. Math. Anal. 40 (3) (2008)
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)
Nira Dyn, Kai Hormann, Malcolm A. Sabin, Zuowei Shen
Polynomial reproduction by symmetric subdivision schemes. J. Approx. Theory 155 (1) (2008)
Anwei Chai, Zuowei Shen
Deconvolution: a wavelet frame approach. Numerische Mathematik 106 (4) (2007)
Hong Oh Kim, Rae Young Kim, Jae Kun Lim, Zuowei Shen
A pair of orthogonal frames. J. Approx. Theory 147 (2) (2007)
Cho-Chun Cheng, Wen-Liang Hwang, Zuowei Shen, Tao Xia
Subjective and Objective Comparison of Advanced Motion Compensation Methods for Blocking Artifact Reduction in a 3-D Wavelet Coding System. IEEE Trans. Circuits Syst. Video Technol. 16 (9) (2006)
Bin Han, Zuowei Shen
Wavelets with Short Support. SIAM J. Math. Anal. 38 (2) (2006)
Bin Dong, Zuowei Shen
Construction of biorthogonal wavelets from pseudo-splines. J. Approx. Theory 138 (2) (2006)
Cho-Chun Cheng, Wen-Liang Hwang, Zuowei Shen, Tao Xia
Advanced motion compensation techniques for blocking artifacts reduction in 3-D video coding systems. ICIP (3) (2005)
Cho-Chun Cheng, Wen-Liang Hwang, Zuowei Shen, Tao Xia
A Hybrid Motion Compensated 3-D Video Coding System for Blocking Artifacts Reduction. PCM (1) (2005)
Raymond H. Chan, Zuowei Shen, Tao Xia
Resolution enhancement for video clips: tight frame approach. AVSS (2005)
Raymond H. Chan, Sherman D. Riemenschneider, Lixin Shen, Zuowei Shen
High-resolution image reconstruction with displacement errors: A framelet approach. Int. J. Imaging Syst. Technol. 14 (3) (2004)
Raymond H. Chan, Tony F. Chan, Lixin Shen, Zuowei Shen
Wavelet Algorithms for High-Resolution Image Reconstruction. SIAM J. Sci. Comput. 24 (4) (2003)
Amos Ron, Zuowei Shen, Kim-Chuan Toh
Computing the Sobolev Regularity of Refinable Functions by the Arnoldi Method. SIAM J. Matrix Anal. Appl. 23 (1) (2001)
Xuming He, Lixin Shen, Zuowei Shen
A data-adaptive knot selection scheme for fitting splines. IEEE Signal Process. Lett. 8 (5) (2001)
Rong-Qing Jia, Qingtang Jiang, Zuowei Shen
Distributional Solutions of Nonhomogeneous Discrete and Continuous Refinement Equations. SIAM J. Math. Anal. 32 (2) (2000)
Hui Ji, Zuowei Shen
Compactly supported (bi)orthogonal wavelets generated by interpolatory refinable functions. Adv. Comput. Math. 11 (1) (1999)
Amos Ron, Zuowei Shen
). Math. Comput. 67 (221) (1998)
Wayne Lawton, S. L. Lee, Zuowei Shen
An algorithm for matrix extension and wavelet construction. Math. Comput. 65 (214) (1996)
Wayne Lawton, S. L. Lee, Zuowei Shen
Characterization of compactly supported refinable splines. Adv. Comput. Math. 3 (1-2) (1995)