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Yifei Lou
Person information
- affiliation: University of California Irvine, CA, USA
- affiliation: University of Texas at Dallas, Richardson, TX, USA
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2020 – today
- 2024
- [j37]Chengyu Ke, Sunyoung Shin, Yifei Lou, Miju Ahn:
A Generalized Formulation for Group Selection via ADMM. J. Sci. Comput. 100(1): 15 (2024) - [j36]Mujibur Rahman Chowdhury, Chao Wang, Yifei Lou:
Poissonian Image Restoration Via the L1/L2-Based Minimization. J. Sci. Comput. 101(1): 17 (2024) - [j35]Huiwen Zheng, Yifei Lou, Guoliang Tian, Chao Wang:
A Scale-Invariant Relaxation in Low-Rank Tensor Recovery with an Application to Tensor Completion. SIAM J. Imaging Sci. 17(1): 756-783 (2024) - [c18]Linlin Yu, Yifei Lou, Feng Chen:
Uncertainty-aware Graph-based Hyperspectral Image Classification. ICLR 2024 - [c17]Rohin Harikumar, Susan E. Minkoff, Yifei Lou:
A low-rank tensor reconstruction and denoising method for enhancing CNN performance. SSIAI 2024: 69-72 - [i16]Weihong Guo, Yifei Lou, Jing Qin, Ming Yan:
Time-Varying Graph Signal Recovery Using High-Order Smoothness and Adaptive Low-rankness. CoRR abs/2405.09752 (2024) - 2023
- [j34]Kevin Bui, Yifei Lou, Fredrick Park, Jack Xin:
Difference of anisotropic and isotropic TV for segmentation under blur and Poisson noise. Frontiers Comput. Sci. 5 (2023) - [j33]Mengqi Hu, Yifei Lou, Bao Wang, Ming Yan, Xiu Yang, Qiang Ye:
Accelerated Sparse Recovery via Gradient Descent with Nonlinear Conjugate Gradient Momentum. J. Sci. Comput. 95(1): 33 (2023) - [j32]Jonathan Popa, Yifei Lou, Susan E. Minkoff:
Low-Rank Tensor Data Reconstruction and Denoising via ADMM: Algorithm and Convergence Analysis. J. Sci. Comput. 97(2): 49 (2023) - [j31]Bohan Chen, Yifei Lou, Andrea L. Bertozzi, Jocelyn Chanussot:
Graph-Based Active Learning for Nearly Blind Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. 61: 1-16 (2023) - [c16]Zheng Tan, Longxiu Huang, HanQin Cai, Yifei Lou:
Non-Convex Approaches for Low-Rank Tensor Completion under Tubal Sampling. ICASSP 2023: 1-5 - [c15]Kevin Bui, Yifei Lou, Fredrick Park, Jack Xin:
Weighted Anisotropic-Isotropic Total Variation for Poisson Denoising. ICIP 2023: 1020-1024 - [c14]Russell Hart, Linlin Yu, Yifei Lou, Feng Chen:
Improvements on Uncertainty Quantification for Node Classification via Distance Based Regularization. NeurIPS 2023 - [i15]Kevin Bui, Yifei Lou, Fredrick Park, Jack Xin:
Efficient Image Segmentation Framework with Difference of Anisotropic and Isotropic Total Variation for Blur and Poisson Noise Removal. CoRR abs/2301.03393 (2023) - [i14]Zheng Tan, Longxiu Huang, HanQin Cai, Yifei Lou:
Non-convex approaches for low-rank tensor completion under tubal sampling. CoRR abs/2303.12721 (2023) - [i13]Kevin Bui, Yifei Lou, Fredrick Park, Jack Xin:
Weighted Anisotropic-Isotropic Total Variation for Poisson Denoising. CoRR abs/2307.00439 (2023) - [i12]Chao Wang, Jean-François Aujol, Guy Gilboa, Yifei Lou:
Minimizing Quotient Regularization Model. CoRR abs/2308.04095 (2023) - [i11]Russell Alan Hart, Linlin Yu, Yifei Lou, Feng Chen:
Improvements on Uncertainty Quantification for Node Classification via Distance-Based Regularization. CoRR abs/2311.05795 (2023) - 2022
- [j30]Mengqi Hu, Yifei Lou, Xiu Yang:
A General Framework of Rotational Sparse Approximation in Uncertainty Quantification. SIAM/ASA J. Uncertain. Quantification 10(4): 1410-1434 (2022) - [c13]Marc Andrew Choi, Siyu Huang, Hengyuan Qi, Marco Scialanga, Emerson McMullen, Axel Sanchez Moreno, Yifei Lou, Andrea L. Bertozzi, P. Jeffrey Brantingham:
Combining Dynamic Mode Decomposition and Difference-in-Differences in an Analysis of At-Risk Youth. IEEE Big Data 2022: 4664-4673 - [i10]Kevin Bui, Yifei Lou, Fredrick Park, Jack Xin:
A Smoothing and Thresholding Image Segmentation Framework with Weighted Anisotropic-Isotropic Total Variation. CoRR abs/2202.10115 (2022) - 2021
- [j29]Weihong Guo, Yifei Lou, Jing Qin, Ming Yan:
A Novel Regularization Based on the Error Function for Sparse Recovery. J. Sci. Comput. 87(1): 31 (2021) - [j28]Chao Wang, Min Tao, James G. Nagy, Yifei Lou:
Limited-Angle CT Reconstruction via the L1/L2 Minimization. SIAM J. Imaging Sci. 14(2): 749-777 (2021) - [j27]Kevin Bui, Fredrick Park, Yifei Lou, Jack Xin:
A Weighted Difference of Anisotropic and Isotropic Total Variation for Relaxed Mumford-Shah Color and Multiphase Image Segmentation. SIAM J. Imaging Sci. 14(3): 1078-1113 (2021) - [j26]Chengyu Ke, Miju Ahn, Sunyoung Shin, Yifei Lou:
Iteratively Reweighted Group Lasso Based on Log-Composite Regularization. SIAM J. Sci. Comput. 43(5): S655-S678 (2021) - [j25]Jing Qin, Harlin Lee, Jocelyn T. Chi, Lucas Drumetz, Jocelyn Chanussot, Yifei Lou, Andrea L. Bertozzi:
Blind Hyperspectral Unmixing Based on Graph Total Variation Regularization. IEEE Trans. Geosci. Remote. Sens. 59(4): 3338-3351 (2021) - [j24]Feng Liu, Li Wang, Yifei Lou, Ren-Cang Li, Patrick L. Purdon:
Probabilistic Structure Learning for EEG/MEG Source Imaging With Hierarchical Graph Priors. IEEE Trans. Medical Imaging 40(1): 321-334 (2021) - [i9]Chao Wang, Min Tao, Chen-Nee Chuah, James G. Nagy, Yifei Lou:
Minimizing L1 over L2 norms on the gradient. CoRR abs/2101.00809 (2021) - [i8]Yunan Yang, Jingwei Hu, Yifei Lou:
Implicit Regularization Effects of the Sobolev Norms in Image Processing. CoRR abs/2109.06255 (2021) - 2020
- [j23]Mujibur Rahman Chowdhury, Jing Qin, Yifei Lou:
Non-blind and Blind Deconvolution Under Poisson Noise Using Fractional-Order Total Variation. J. Math. Imaging Vis. 62(9): 1238-1255 (2020) - [j22]Chao Wang, Ming Yan, Yaghoub Rahimi, Yifei Lou:
Accelerated Schemes for the $L_1/L_2$ Minimization. IEEE Trans. Signal Process. 68: 2660-2669 (2020) - [i7]Kevin Bui, Fredrick Park, Yifei Lou, Jack Xin:
A Weighted Difference of Anisotropic and Isotropic Total Variation for Relaxed Mumford-Shah Color and Multiphase Image Segmentation. CoRR abs/2005.04401 (2020) - [i6]Chao Wang, Min Tao, James G. Nagy, Yifei Lou:
Limited-angle CT reconstruction via the L1/L2 minimization. CoRR abs/2006.00601 (2020) - [i5]Weihong Guo, Yifei Lou, Jing Qin, Ming Yan:
A Novel Regularization Based on the Error Function for Sparse Recovery. CoRR abs/2007.02784 (2020)
2010 – 2019
- 2019
- [j21]Yaghoub Rahimi, Chao Wang, Hongbo Dong, Yifei Lou:
A Scale-Invariant Approach for Sparse Signal Recovery. SIAM J. Sci. Comput. 41(6): A3649-A3672 (2019) - [c12]Jing Qin, Yifei Lou:
L1-2 Regularized Logistic Regression. ACSSC 2019: 779-783 - [c11]Samiha Rouf, Chenyang Shen, Yan Cao, Conner Davis, Xun Jia, Yifei Lou:
A Neural Network Approach for Image Reconstruction from a Single X-Ray Projection. MIUA 2019: 208-219 - [c10]Jing Qin, Harlin Lee, Jocelyn T. Chi, Yifei Lou, Jocelyn Chanussot, Andrea L. Bertozzi:
Fast Blind Hyperspectral Unmixing Based On Graph Laplacian. WHISPERS 2019: 1-5 - [i4]Wing Hong Wong, Yifei Lou, Tieyong Zeng:
Phase Retrieval for Binary Signals: Box Relaxation and Uniqueness. CoRR abs/1904.10157 (2019) - [i3]Feng Liu, Li Wang, Yifei Lou, Ren-Cang Li, Patrick L. Purdon:
Probabilistic Structure Learning for EEG/MEG Source Imaging with Hierarchical Graph Prior. CoRR abs/1906.02252 (2019) - 2018
- [j20]Yifei Lou, Ming Yan:
Fast L1-L2 Minimization via a Proximal Operator. J. Sci. Comput. 74(2): 767-785 (2018) - [j19]Huibin Chang, Yifei Lou, Yuping Duan, Stefano Marchesini:
Total Variation-Based Phase Retrieval for Poisson Noise Removal. SIAM J. Imaging Sci. 11(1): 24-55 (2018) - [j18]Huibin Chang, Stefano Marchesini, Yifei Lou, Tieyong Zeng:
Variational Phase Retrieval with Globally Convergent Preconditioned Proximal Algorithm. SIAM J. Imaging Sci. 11(1): 56-93 (2018) - [j17]Bin Li, Chenyang Shen, Yujie Chi, Ming Yang, Yifei Lou, Linghong Zhou, Xun Jia:
Multienergy Cone-Beam Computed Tomography Reconstruction with a Spatial Spectral Nonlocal Means Algorithm. SIAM J. Imaging Sci. 11(2): 1205-1229 (2018) - [c9]Feng Liu, Shouyi Wang, Jing Qin, Yifei Lou, Jay M. Rosenberger:
Estimating Latent Brain Sources with Low-Rank Representation and Graph Regularization. BI 2018: 304-316 - [c8]Russell Hart, Huibin Chang, Yifei Lou:
Empirical Studies on Phase Retrieval. IVMSP 2018: 1-5 - [i2]Yaghoub Rahimi, Chao Wang, Hongbo Dong, Yifei Lou:
A Scale Invariant Approach for Sparse Signal Recovery. CoRR abs/1812.08852 (2018) - 2017
- [j16]Tian-Hui Ma, Ting-Zhu Huang, Xi-Le Zhao, Yifei Lou:
Image deblurring with an inaccurate blur kernel using a group-based low-rank image prior. Inf. Sci. 408: 213-233 (2017) - [j15]Tian-Hui Ma, Yifei Lou, Ting-Zhu Huang:
Truncated l1-2 Models for Sparse Recovery and Rank Minimization. SIAM J. Imaging Sci. 10(3): 1346-1380 (2017) - [j14]Feng Liu, Jay M. Rosenberger, Yifei Lou, Rahilsadat Hosseini, Jianzhong Su, Shouyi Wang:
Graph Regularized EEG Source Imaging with In-Class Consistency and Out-Class Discrimination. IEEE Trans. Big Data 3(4): 378-391 (2017) - [c7]Tian-Hui Ma, Yifei Lou, Ting-Zhu Huang, Xi-Le Zhao:
Group-based truncated l1-2 model for image inpainting. ICIP 2017: 2079-2083 - 2016
- [j13]Yifei Lou, Penghang Yin, Jack Xin:
Point Source Super-resolution Via Non-convex L1 Based Methods. J. Sci. Comput. 68(3): 1082-1100 (2016) - [j12]Zhi Li, Yifei Lou, Tieyong Zeng:
Variational Multiplicative Noise Removal by DC Programming. J. Sci. Comput. 68(3): 1200-1216 (2016) - [j11]Huibin Chang, Yifei Lou, Michael K. Ng, Tieyong Zeng:
Phase Retrieval from Incomplete Magnitude Information via Total Variation Regularization. SIAM J. Sci. Comput. 38(6) (2016) - [c6]Fredrick Park, Yifei Lou, Jack Xin:
A weighted difference of anisotropic and isotropic total variation for relaxed Mumford-Shah image segmentation. ICIP 2016: 4314-4318 - [i1]Yifei Lou, Ming Yan:
Fast L1-L2 Minimization via a Proximal Operator. CoRR abs/1609.09530 (2016) - 2015
- [j10]Yifei Lou, Penghang Yin, Qi He, Jack Xin:
Computing Sparse Representation in a Highly Coherent Dictionary Based on Difference of L1 and L2. J. Sci. Comput. 64(1): 178-196 (2015) - [j9]Yifei Lou, Tieyong Zeng, Stanley J. Osher, Jack Xin:
A Weighted Difference of Anisotropic and Isotropic Total Variation Model for Image Processing. SIAM J. Imaging Sci. 8(3): 1798-1823 (2015) - [j8]Penghang Yin, Yifei Lou, Qi He, Jack Xin:
Minimization of ℓ1-2 for Compressed Sensing. SIAM J. Sci. Comput. 37(1) (2015) - [c5]Yifei Lou, Stanley J. Osher, Jack Xin:
Computational Aspects of Constrained L 1-L 2 Minimization for Compressive Sensing. MCO (1) 2015: 169-180 - 2014
- [j7]Mario Micheli, Yifei Lou, Stefano Soatto, Andrea L. Bertozzi:
A Linear Systems Approach to Imaging Through Turbulence. J. Math. Imaging Vis. 48(1): 185-201 (2014) - [j6]Yifei Lou, Ernie Esser, Hongkai Zhao, Jack Xin:
Partially Blind Deblurring of Barcode from Out-of-Focus Blur. SIAM J. Imaging Sci. 7(2): 740-760 (2014) - 2013
- [j5]Yifei Lou, Tianye Niu, Xun Jia, Patricio A. Vela, Lei Zhu, Allen R. Tannenbaum:
Joint CT/CBCT deformable registration and CBCT enhancement for cancer radiotherapy. Medical Image Anal. 17(3): 387-400 (2013) - [j4]Ernie Esser, Yifei Lou, Jack Xin:
A Method for Finding Structured Sparse Solutions to Nonnegative Least Squares Problems with Applications. SIAM J. Imaging Sci. 6(4): 2010-2046 (2013) - [j3]Yifei Lou, Andrei Irimia, Patricio A. Vela, Micah C. Chambers, John D. Van Horn, Paul M. Vespa, Allen R. Tannenbaum:
Multimodal Deformable Registration of Traumatic Brain Injury MR Volumes via the Bhattacharyya Distance. IEEE Trans. Biomed. Eng. 60(9): 2511-2520 (2013) - 2011
- [j2]Yifei Lou, Andrea L. Bertozzi, Stefano Soatto:
Direct Sparse Deblurring. J. Math. Imaging Vis. 39(1): 1-12 (2011) - 2010
- [j1]Yifei Lou, Xiaoqun Zhang, Stanley J. Osher, Andrea L. Bertozzi:
Image Recovery via Nonlocal Operators. J. Sci. Comput. 42(2): 185-197 (2010) - [c4]Xun Jia, Yifei Lou, Bin Dong, Zhen Tian, Steve B. Jiang:
4D Computed Tomography Reconstruction from Few-Projection Data via Temporal Non-local Regularization. MICCAI (1) 2010: 143-150
2000 – 2009
- 2009
- [c3]Yifei Lou, Paolo Favaro, Stefano Soatto, Andrea L. Bertozzi:
Nonlocal Similarity Image Filtering. ICIAP 2009: 62-71 - [c2]Xun Jia, Yifei Lou, Ruijiang Li, Xuejun Gu, John Levis, Steve B. Jiang:
A Dynamic CT Image Reconstruction Method by Inducing Prior Information from PCA Analysis. ICMLA 2009: 473-477 - 2007
- [c1]Yifei Lou, Paolo Favaro, Andrea L. Bertozzi, Stefano Soatto:
Autocalibration and Uncalibrated Reconstruction of Shape from Defocus. CVPR 2007
Coauthor Index
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