Zhou, P.[Pan],
Lu, C.Y.[Can-Yi],
Lin, Z.C.[Zhou-Chen],
Zhang, C.[Chao],
Tensor Factorization for Low-Rank Tensor Completion,
IP(27), No. 3, March 2018, pp. 1152-1163.
IEEE DOI
1801
singular value decomposition, tensors, TNN, image inpainting tasks,
low-rank tensor completion, matricization methods,
tensor completion
BibRef
Lu, C.Y.[Can-Yi],
Peng, X.[Xi],
Wei, Y.C.[Yun-Chao],
Low-Rank Tensor Completion With a New Tensor Nuclear Norm Induced by
Invertible Linear Transforms,
CVPR19(5989-5997).
IEEE DOI
2002
BibRef
Lu, C.Y.[Can-Yi],
Feng, J.S.[Jia-Shi],
Chen, Y.D.[Yu-Dong],
Liu, W.[Wei],
Lin, Z.C.[Zhou-Chen],
Yan, S.C.[Shui-Cheng],
Tensor Robust Principal Component Analysis with a New Tensor Nuclear
Norm,
PAMI(42), No. 4, April 2020, pp. 925-938.
IEEE DOI
2003
Principal component analysis, Sparse matrices,
Matrix decomposition, Numerical models, Noise measurement,
tensor singular value decomposition
BibRef
Liu, J.[Ji],
Musialski, P.[Przemyslaw],
Wonka, P.[Peter],
Ye, J.P.[Jie-Ping],
Tensor Completion for Estimating Missing Values in Visual Data,
PAMI(35), No. 1, January 2013, pp. 208-220.
IEEE DOI
1212
BibRef
Earlier:
ICCV09(2114-2121).
IEEE DOI
0909
BibRef
Liu, Y.Y.[Yuan-Yuan],
Shang, F.H.[Fan-Hua],
An Efficient Matrix Factorization Method for Tensor Completion,
SPLetters(20), No. 4, April 2013, pp. 307-310.
IEEE DOI
1303
BibRef
Yang, Y.N.[Yu-Ning],
Feng, Y.L.[Yun-Long],
Suykens, J.A.K.,
A Rank-One Tensor Updating Algorithm for Tensor Completion,
SPLetters(22), No. 10, October 2015, pp. 1633-1637.
IEEE DOI
1506
computational complexity
BibRef
Bai, M.[Minru],
Zhang, X.J.[Xiong-Jun],
Ni, G.[Guyan],
Cui, C.F.[Chun-Feng],
An Adaptive Correction Approach for Tensor Completion,
SIIMS(9), No. 3, 2016, pp. 1298-1323.
DOI Link
1610
BibRef
Bengua, J.A.[Johann A.],
Phien, H.N.[Ho N.],
Tuan, H.D.[Hoang Duong],
Do, M.N.[Minh N.],
Efficient Tensor Completion for Color Image and Video Recovery:
Low-Rank Tensor Train,
IP(26), No. 5, May 2017, pp. 2466-2479.
IEEE DOI
1704
Approximation algorithms
BibRef
Ng, M.K.P.,
Yuan, Q.,
Yan, L.,
Sun, J.,
An Adaptive Weighted Tensor Completion Method for the Recovery of
Remote Sensing Images With Missing Data,
GeoRS(55), No. 6, June 2017, pp. 3367-3381.
IEEE DOI
1706
Adaptation models, Clouds, Image reconstruction, MODIS,
Remote sensing, Tensile stress, Adaptive weighted,
missing data reconstruction, remote sensing, tensor, completion
BibRef
Tang, J.H.[Jin-Hui],
Shu, X.B.[Xiang-Bo],
Qi, G.J.[Guo-Jun],
Li, Z.C.[Ze-Chao],
Wang, M.[Meng],
Yan, S.C.[Shui-Cheng],
Jain, R.[Ramesh],
Tri-Clustered Tensor Completion for Social-Aware Image Tag Refinement,
PAMI(39), No. 8, August 2017, pp. 1662-1674.
IEEE DOI
1707
Social image tag refinement.
Buildings, Correlation, Noise measurement,
Semantics, Tensile stress, Visualization,
Social image tag refinement, tensor completion, tri-clustering
BibRef
Tang, J.H.[Jin-Hui],
Shu, X.B.[Xiang-Bo],
Li, Z.C.[Ze-Chao],
Jiang, Y.G.[Yu-Gang],
Tian, Q.[Qi],
Social Anchor-Unit Graph Regularized Tensor Completion for
Large-Scale Image Retagging,
PAMI(41), No. 8, August 2019, pp. 2027-2034.
IEEE DOI
1907
Matrix decomposition, Visualization,
Computational efficiency, Sparse matrices, Image retrieval,
image retrieval
BibRef
Tsaknakis, I.C.,
Giampouras, P.V.,
Rontogiannis, A.A.,
Koutroumbas, K.D.,
A Computationally Efficient Tensor Completion Algorithm,
SPLetters(25), No. 8, August 2018, pp. 1266-1270.
IEEE DOI
1808
iterative methods, matrix decomposition, minimisation, tensors,
computationally efficient tensor completion algorithm,
tensor completion
BibRef
Xiong, B.,
Liu, Q.,
Xiong, J.,
Li, S.,
Wang, S.,
Liang, D.,
Field-of-Experts Filters Guided Tensor Completion,
MultMed(20), No. 9, September 2018, pp. 2316-2329.
IEEE DOI
1809
approximation theory, computational complexity, filtering theory,
minimisation, tensors, conventional FoE filters, high-order tensor,
alternative minimization
BibRef
Ji, T.Y.,
Yokoya, N.,
Zhu, X.X.,
Huang, T.Z.,
Nonlocal Tensor Completion for Multitemporal Remotely Sensed Images:
Inpainting,
GeoRS(56), No. 6, June 2018, pp. 3047-3061.
IEEE DOI
1806
Correlation, Image reconstruction, Indexes,
Remote sensing, Tensile stress,
tensor completion
BibRef
Sun, W.,
Chen, Y.,
Huang, L.,
So, H.C.,
Tensor Completion via Generalized Tensor Tubal Rank Minimization
Using General Unfolding,
SPLetters(25), No. 6, June 2018, pp. 868-872.
IEEE DOI
1806
matrix algebra, minimisation, tensors, Frobenius-norm optimization,
GTTR minimization, general tensor completion idea,
tensor tubal rank
BibRef
Li, B.,
Zhang, X.,
Li, X.,
Lu, H.,
Tensor Completion From One-Bit Observations,
IP(28), No. 1, January 2019, pp. 170-180.
IEEE DOI
1810
convex programming, minimisation, noise, tensors,
tensor completion issues, squared loss function,
alternating direction method of multipliers (ADMM)
BibRef
Yuan, L.H.[Long-Hao],
Zhao, Q.B.[Qi-Bin],
Gui, L.H.[Li-Hua],
Cao, J.T.[Jian-Ting],
High-order tensor completion via gradient-based optimization under
tensor train format,
SP:IC(73), 2019, pp. 53-61.
Elsevier DOI
1904
Tensor completion, Visual data recovery,
Tensor train decomposition, Higher-order tensorization,
Gradient-based optimization
BibRef
Cheng, M.,
Jing, L.,
Ng, M.K.,
Tensor-Based Low-Dimensional Representation Learning for Multi-View
Clustering,
IP(28), No. 5, May 2019, pp. 2399-2414.
IEEE DOI
1903
learning (artificial intelligence), matrix decomposition,
pattern clustering, tensors,
tensor decomposition
BibRef
Wang, J.L.,
Huang, T.Z.,
Zhao, X.L.,
Jiang, T.X.,
Ng, M.K.,
Multi-Dimensional Visual Data Completion via Low-Rank Tensor
Representation Under Coupled Transform,
IP(30), 2021, pp. 3581-3596.
IEEE DOI
2103
Tensors, Transforms, Correlation, Visualization, Color,
Discrete Fourier transforms, Videos, 2D framelet transform,
tensor completion
BibRef
Wang, J.L.[Jian-Li],
Zhao, X.L.[Xi-Le],
Functional Transform-Based Low-Rank Tensor Factorization for
Multi-Dimensional Data Recovery,
ECCV24(XXXI: 39-56).
Springer DOI
2412
BibRef
Luo, Y.[Yisi],
Zhao, X.L.[Xi-Le],
Li, Z.M.[Zhe-Min],
Ng, M.K.[Michael K.],
Meng, D.Y.[De-Yu],
Low-Rank Tensor Function Representation for Multi-Dimensional Data
Recovery,
PAMI(46), No. 5, May 2024, pp. 3351-3369.
IEEE DOI
2404
Tensors, Data models, Signal to noise ratio,
Point cloud compression, Matrix decomposition, Videos,
tensor factorization
BibRef
Liu, S.[Sheng],
Leng, J.S.[Jin-Song],
Zhao, X.L.[Xi-Le],
Zeng, H.J.[Hai-Jin],
Wang, Y.[Yao],
Yang, J.H.[Jing-Hua],
Learnable Spatial-Spectral Transform-Based Tensor Nuclear Norm for
Multi-Dimensional Visual Data Recovery,
CirSysVideo(34), No. 5, May 2024, pp. 3633-3646.
IEEE DOI
2405
Tensors, Transforms, Visualization, Videos, Encoding, Decoding, Costs,
Tensor completion, semi-orthogonal transform,
proximal alternating minimization algorithm
BibRef
Luo, Y.[Yisi],
Zhao, X.[Xile],
Meng, D.Y.[De-Yu],
Jiang, T.X.[Tai-Xiang],
HLRTF: Hierarchical Low-Rank Tensor Factorization for Inverse
Problems in Multi-Dimensional Imaging,
CVPR22(19281-19290)
IEEE DOI
2210
Representation learning, Tensors, Inverse problems,
Noise reduction, Neural networks, Imaging, Transforms,
Self- semi- meta- unsupervised learning
BibRef
Wang, X.D.[Xu-Dong],
Wu, Y.K.[Yuan-Kai],
Zhuang, D.Y.[Ding-Yi],
Sun, L.J.[Li-Jun],
Low-Rank Hankel Tensor Completion for Traffic Speed Estimation,
ITS(24), No. 5, May 2023, pp. 4862-4871.
IEEE DOI
2305
Tensors, Spatiotemporal phenomena, Data models, Estimation,
Automobiles, Transforms, Delays, Spatio-temporal traffic data,
delay embedding transform
BibRef
Chen, X.Y.[Xin-Yu],
Lei, M.Y.[Meng-Ying],
Saunier, N.[Nicolas],
Sun, L.J.[Li-Jun],
Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic
Data Imputation,
ITS(23), No. 8, August 2022, pp. 12301-12310.
IEEE DOI
2208
Tensors, Time series analysis, Spatiotemporal phenomena,
Data models, Minimization, Optimization,
autoregressive time series model
BibRef
Li, B.Z.[Ben-Zheng],
Zhao, X.L.[Xi-Le],
Chen, X.Y.[Xin-Yu],
Ding, M.[Meng],
Liu, R.W.[Ryan Wen],
Convolutional Low-Rank Tensor Representation for Structural Missing
Traffic Data Imputation,
ITS(25), No. 11, November 2024, pp. 18847-18860.
IEEE DOI
2411
Imputation, Tensors, Data models, Spatiotemporal phenomena,
Correlation, Predictive models, Measurement, tensor completion
BibRef
Xu, W.H.[Wen-Hao],
Zhao, X.L.[Xi-Le],
Ji, T.Y.[Teng-Yu],
Miao, J.Q.[Jia-Qing],
Ma, T.H.[Tian-Hui],
Wang, S.[Si],
Huang, T.Z.[Ting-Zhu],
Laplace Function Based Nonconvex Surrogate for Low-Rank Tensor
Completion,
SP:IC(73), 2019, pp. 62-69.
Elsevier DOI
1904
Nonconvex optimization, Tensor completion, Laplace function,
Tensor singular value decomposition (t-SVD)
BibRef
Ji, T.Y.[Teng-Yu],
Zhao, X.L.[Xi-Le],
Sun, D.L.[Dong-Lin],
Low-Rank Tensor Completion Method for Implicitly Low-Rank Visual Data,
SPLetters(29), 2022, pp. 1162-1166.
IEEE DOI
2205
Tensor Completion. Tensors, Kernel, Correlation, Color, Periodic structures, Matrix decomposition,
Image reconstruction, Kernel methods, tensor decomposition
BibRef
Luo, Y.S.[Yi-Si],
Zhao, X.L.[Xi-Le],
Jiang, T.X.[Tai-Xiang],
Chang, Y.[Yi],
Ng, M.K.[Michael K.],
Li, C.[Chao],
Self-Supervised Nonlinear Transform-Based Tensor Nuclear Norm for
Multi-Dimensional Image Recovery,
IP(31), 2022, pp. 3793-3808.
IEEE DOI
2206
Tensors, Transforms, Imaging, TV, Neural networks,
Discrete Fourier transforms, Nonhomogeneous media, multi-dimensional image
BibRef
Yu, S.C.[Shi-Cheng],
Miao, J.Q.[Jia-Qing],
Li, G.B.[Gui-Bing],
Jin, W.D.[Wei-Dong],
Li, G.P.[Gao-Ping],
Liu, X.G.[Xiao-Guang],
Tensor Completion via Smooth Rank Function Low-Rank Approximate
Regularization,
RS(15), No. 15, 2023, pp. xx-yy.
DOI Link
2308
BibRef
Wu, Z.C.[Zhong-Cheng],
Huang, T.Z.[Ting-Zhu],
Deng, L.J.[Liang-Jian],
Huang, J.[Jie],
Chanussot, J.[Jocelyn],
Vivone, G.[Gemine],
LRTCFPan: Low-Rank Tensor Completion Based Framework for
Pansharpening,
IP(32), 2023, pp. 1640-1655.
IEEE DOI
2303
Tensors, Pansharpening, Mathematical models, Superresolution,
Electron tubes, Degradation, Task analysis, super-resolution
BibRef
Zhou, M.Y.[Ming-Yi],
Liu, Y.P.[Yi-Peng],
Long, Z.[Zhen],
Chen, L.X.[Long-Xi],
Zhu, C.[Ce],
Tensor rank learning in CP decomposition via convolutional neural
network,
SP:IC(73), 2019, pp. 12-21.
Elsevier DOI
1904
CANDECOMP/PARAFAC decomposition, Convolutional neural network,
Deep learning, Low rank tensor approximation, Tensor rank estimation
BibRef
Zdunek, R.[Rafal],
Fonal, K.[Krzysztof],
Wolczowski, A.[Andrzej],
Linked CP tensor decomposition algorithms for shared and individual
feature extraction,
SP:IC(73), 2019, pp. 37-52.
Elsevier DOI
1904
Linked CP tensor decomposition, Algorithms for LCPTD,
Feature fusion, EMG/MMG signal classification, Video sequence modeling
BibRef
Zhang, X.J.[Xiong-Jun],
Ng, M.K.[Michael K.],
A Corrected Tensor Nuclear Norm Minimization Method for Noisy
Low-Rank Tensor Completion,
SIIMS(12), No. 2, 2019, pp. 1231-1273.
DOI Link
1907
BibRef
Shi, C.F.[Cheng-Fei],
Huang, Z.D.[Zheng-Dong],
Wan, L.[Li],
Xiong, T.F.[Ti-Fan],
An effective approach for color video recovery based on balanced
tensor,
SP:IC(78), 2019, pp. 376-387.
Elsevier DOI
1909
Low-rank tensor completion, Video recovery, Balanced tensor
BibRef
Liu, X.H.[Xiao-Hua],
Jing, X.Y.[Xiao-Yuan],
Tang, G.J.[Gui-Jin],
Wu, F.[Fei],
Dong, X.[Xiwei],
Low-rank tensor completion for visual data recovery via the tensor
train rank-1 decomposition,
IET-IPR(14), No. 1, January 2020, pp. 114-124.
DOI Link
1912
BibRef
Ng, M.K.[Michael K.],
Zhang, X.J.[Xiong-Jun],
Zhao, X.L.[Xi-Le],
Patched-tube unitary transform for robust tensor completion,
PR(100), 2020, pp. 107181.
Elsevier DOI
2005
Unitary transform, Patched-tubes, Robust tensor completion,
Transformed tensor singular value decomposition
BibRef
Jiang, T.,
Ng, M.K.[Michael K.],
Zhao, X.L.[Xi-Le],
Huang, T.,
Framelet Representation of Tensor Nuclear Norm for Third-Order Tensor
Completion,
IP(29), 2020, pp. 7233-7244.
IEEE DOI
2007
Tensors, Discrete Fourier transforms, Electron tubes,
Matrix decomposition, Magnetic resonance imaging, Videos,
tensor robust principal component analysis
BibRef
Ko, C.,
Batselier, K.,
Daniel, L.,
Yu, W.,
Wong, N.,
Fast and Accurate Tensor Completion With Total Variation Regularized
Tensor Trains,
IP(29), 2020, pp. 6918-6931.
IEEE DOI
2007
Tensile stress, Matrix decomposition, Task analysis,
Mathematical model, Optimization, Gray-scale,
image restoration
BibRef
Ibrahim, S.[Shahana],
Fu, X.[Xiao],
Li, X.G.[Xing-Guo],
On Recoverability of Randomly Compressed Tensors With Low CP Rank,
SPLetters(27), 2020, pp. 1125-1129.
IEEE DOI
2007
Tensors, Sensors, Image coding, Inverse problems, Sparse matrices,
Hyperspectral imaging, Compressive sensing,
CPD least squares
BibRef
Song, Y.[Yun],
Li, J.[Jie],
Chen, X.[Xi],
Zhang, D.Y.[Deng-Yong],
Tang, Q.A.[Qi-Ang],
Yang, K.[Kun],
An efficient tensor completion method via truncated nuclear norm,
JVCIR(70), 2020, pp. 102791.
Elsevier DOI
2007
Tensor completion, Tensor singular value decomposition,
Truncated tensor nuclear norm, Visual data restoration
BibRef
Feng, Y.[Yali],
Zhou, G.X.[Guo-Xu],
Orthogonal random projection for tensor completion,
IET-CV(14), No. 5, August 2020, pp. 233-240.
DOI Link
2007
BibRef
Miao, J.F.[Ji-Fei],
Kou, K.I.[Kit Ian],
Liu, W.[Wankai],
Low-rank quaternion tensor completion for recovering color videos and
images,
PR(107), 2020, pp. 107505.
Elsevier DOI
2008
Quaternion, Color videos, Color images, Tensor completion, Low-rank
BibRef
Liu, C.,
Shan, H.,
Ma, T.,
Wang, B.,
Optimality Verification of Tensor Completion Model via
Self-Validation,
SPLetters(27), 2020, pp. 1849-1853.
IEEE DOI
2011
Tensors, Measurement, Mathematical model, Numerical models, Indexes,
Optimization, Training, Tensor completion, identifiability measure,
self-validation
BibRef
Long, Z.[Zhen],
Zhu, C.[Ce],
Liu, J.[Jiani],
Liu, Y.P.[Yi-Peng],
Bayesian Low Rank Tensor Ring for Image Recovery,
IP(30), 2021, pp. 3568-3580.
IEEE DOI
2103
Tensors, Bayes methods, Minimization, Matrix decomposition,
Structural rings, Correlation, Optimization, Image recovery,
Bayesian variational inference
BibRef
Xu, R.T.[Ruo-Tao],
Xu, Y.[Yong],
Quan, Y.H.[Yu-Hui],
Factorized Tensor Dictionary Learning for Visual Tensor Data
Completion,
MultMed(23), 2021, pp. 1225-1238.
IEEE DOI
2105
Tensile stress, Dictionaries, Machine learning, Visualization,
Convolutional codes, Encoding, Analytical models,
factorized dictionary learning
BibRef
Chen, Z.F.[Ze-Feng],
Zhou, G.X.[Guo-Xu],
Zhao, Q.B.[Qi-Bin],
Hierarchical Factorization Strategy for High-Order Tensor and
Application to Data Completion,
SPLetters(28), 2021, pp. 1255-1259.
IEEE DOI
2107
Tensors, Matrix decomposition, Signal processing algorithms,
Task analysis, Standards, Convergence, Adaptation models,
tensor completion
BibRef
Wang, A.D.[An-Dong],
Zhou, G.X.[Guo-Xu],
Zhao, Q.B.[Qi-Bin],
Guaranteed Robust Tensor Completion via *L-SVD with Applications to
Remote Sensing Data,
RS(13), No. 18, 2021, pp. xx-yy.
DOI Link
2109
BibRef
Zhu, H.[Hu],
Wang, Z.Y.[Zhong-Yang],
Yan, T.[Taiyu],
Yu, Y.F.[Yu-Feng],
Deng, L.[Lizhen],
Bao, B.K.[Bing-Kun],
A parallel multi-block alternating direction method of multipliers
for tensor completion,
IET-IPR(15), No. 13, 2021, pp. 3053-3062.
DOI Link
2110
BibRef
Yang, M.[Ming],
Luo, Q.[Qilun],
Li, W.[Wen],
Xiao, M.Q.[Ming-Qing],
Nonconvex 3D array image data recovery and pattern recognition under
tensor framework,
PR(122), 2022, pp. 108311.
Elsevier DOI
2112
Tensor completion, Tensor robust principle component analysis,
T-SVD, Tensor nuclear norm, Weighted tensor schatten- quasi-norm
BibRef
Chen, X.M.[Xue-Mei],
Qin, J.[Jing],
Regularized Kaczmarz Algorithms for Tensor Recovery,
SIIMS(14), No. 4, 2021, pp. 1439-1471.
p
DOI Link
2112
BibRef
Zhao, X.L.[Xi-Le],
Yang, J.H.[Jing-Hua],
Ma, T.H.[Tian-Hui],
Jiang, T.X.[Tai-Xiang],
Ng, M.K.[Michael K.],
Huang, T.Z.[Ting-Zhu],
Tensor Completion via Complementary Global, Local, and Nonlocal
Priors,
IP(31), 2022, pp. 984-999.
IEEE DOI
2201
Tensors, Visualization, Matrix decomposition,
Hyperspectral imaging, Correlation, Minimization,
alternating direction method of multipliers
BibRef
Qin, W.J.[Wen-Jin],
Wang, H.L.[Hai-Lin],
Zhang, F.[Feng],
Wang, J.J.[Jian-Jun],
Luo, X.[Xin],
Huang, T.W.[Ting-Wen],
Low-Rank High-Order Tensor Completion With Applications in Visual
Data,
IP(31), 2022, pp. 2433-2448.
IEEE DOI
2203
Tensors, Matrix decomposition, Videos, Visualization,
Image color analysis, Singular value decomposition, Data models,
sparsity measure
BibRef
Qin, W.J.[Wen-Jin],
Wang, H.L.[Hai-Lin],
Zhang, F.[Feng],
Ma, W.J.[Wei-Jun],
Wang, J.J.[Jian-Jun],
Huang, T.W.[Ting-Wen],
Nonconvex Robust High-Order Tensor Completion Using Randomized
Low-Rank Approximation,
IP(33), 2024, pp. 2835-2850.
IEEE DOI
2405
Tensors, Approximation algorithms, Computational modeling,
Singular value decomposition, Optimization, Indexes,
ADMM algorithm
BibRef
Zhao, X.Y.[Xue-Ying],
Bai, M.[Minru],
Sun, D.[Defeng],
Zheng, L.[Libin],
Robust Tensor Completion: Equivalent Surrogates, Error Bounds, and
Algorithms,
SIIMS(15), No. 2, 2022, pp. 625-669.
DOI Link
2206
BibRef
Zhang, X.J.[Xiong-Jun],
Ng, M.K.[Michael K.],
Low Rank Tensor Completion With Poisson Observations,
PAMI(44), No. 8, August 2022, pp. 4239-4251.
IEEE DOI
2207
Tensors, Videos, Numerical models, Convex functions, Manifolds,
Maximum likelihood estimation, Matrix decomposition, Poisson observations
BibRef
Deng, L.[Lei],
Liu, X.Y.[Xiao-Yang],
Zheng, H.F.[Hai-Feng],
Feng, X.X.[Xin-Xin],
Chen, Y.[Youjia],
Graph Spectral Regularized Tensor Completion for Traffic Data
Imputation,
ITS(23), No. 8, August 2022, pp. 10996-11010.
IEEE DOI
2208
Tensors, Data models, Transportation, Data mining,
Feature extraction, Matrix decomposition, Correlation, ITS,
traffic data imputation
BibRef
Mai, T.T.N.[Truong Thanh Nhat],
Lam, E.Y.[Edmund Y.],
Lee, C.[Chul],
Deep Unrolled Low-Rank Tensor Completion for High Dynamic Range
Imaging,
IP(31), 2022, pp. 5774-5787.
IEEE DOI
2209
Tensors, Heuristic algorithms, Optimization, Dynamic range,
Image color analysis, Image synthesis, Cameras, algorithm unrolling
BibRef
Zhang, Y.[Yang],
Wang, Y.[Yao],
Han, Z.[Zhi],
Chen, X.[Xi'ai],
Tang, Y.D.[Yan-Dong],
Effective Tensor Completion via Element-Wise Weighted Low-Rank Tensor
Train With Overlapping Ket Augmentation,
CirSysVideo(32), No. 11, November 2022, pp. 7286-7300.
IEEE DOI
2211
Tensors, Matrix decomposition, Task analysis, Automation,
Signal processing algorithms, Optimization, Mathematical models,
ket augmentation
BibRef
Wang, X.H.[Xiao-Hang],
Yu, P.L.H.[Philip L.H.],
Yang, W.D.[Wei-Dong],
Su, J.[Jun],
Bayesian robust tensor completion via CP decomposition,
PRL(163), 2022, pp. 121-128.
Elsevier DOI
2212
Robust Tensor completion, Bayesian inference, Complex noise,
Mixture of Gaussian (MoG) model
BibRef
He, Y.C.[Yi-Cong],
Atia, G.K.[George K.],
Patch Tracking-Based Streaming Tensor Ring Completion for Visual Data
Recovery,
CirSysVideo(32), No. 12, December 2022, pp. 8312-8326.
IEEE DOI
2212
Tensors, Signal processing algorithms, Electron tubes,
Visualization, Tracking, Streaming media, Stacking, streaming video processing
BibRef
Jiang, W.[Wei],
Zhang, J.[Jun],
Zhang, C.S.[Chang-Sheng],
Wang, L.J.[Li-Jun],
Qi, H.[Heng],
Robust low tubal rank tensor completion via factor tensor norm
minimization,
PR(135), 2023, pp. 109169.
Elsevier DOI
2212
Low tubal rank tensor completion, Schatten- norm,
Tensor double nuclear norm, Tensor frobenius/nuclear norm
BibRef
Kajo, I.[Ibrahim],
Kas, M.[Mohamed],
Ruichek, Y.[Yassine],
Kamel, N.[Nidal],
Tensor based completion meets adversarial learning: A win-win
solution for change detection on unseen videos,
CVIU(226), 2023, pp. 103584.
Elsevier DOI
2212
Foreground segmentation, Low-rank approximation, GAN, SVD,
Unseen videos, Stationary foreground, Lighting changes
BibRef
Huang, Z.H.[Zhen-Hao],
Qiu, Y.N.[Yu-Ning],
Yu, J.S.[Jin-Shi],
Zhou, G.X.[Guo-Xu],
Multi-Aspect Streaming Tensor Ring Completion for Dynamic Incremental
Data,
SPLetters(29), 2022, pp. 2657-2661.
IEEE DOI
2301
Tensors, Streaming media, Data models, Computational modeling,
Signal to noise ratio, Task analysis, sub-tensors
BibRef
Deng, L.P.[Li-Ping],
Xiao, M.Q.[Ming-Qing],
A New Automatic Hyperparameter Recommendation Approach Under Low-Rank
Tensor Completion e Framework,
PAMI(45), No. 4, April 2023, pp. 4038-4050.
IEEE DOI
2303
Tensors, Task analysis, Search problems, Support vector machines,
Optimization, Correlation, Testing, kernel function
BibRef
Xu, L.[Le],
Cheng, L.[Lei],
Wong, N.[Ngai],
Wu, Y.C.[Yik-Chung],
Tensor train factorization under noisy and incomplete data with
automatic rank estimation,
PR(141), 2023, pp. 109650.
Elsevier DOI
2306
Bayesian inference, Tensor completion, Tensor train
BibRef
Liao, T.C.[Tian-Chi],
Wu, Z.[Zhebin],
Chen, C.[Chuan],
Zheng, Z.[Zibin],
Zhang, X.J.[Xiong-Jun],
Tensor completion via convolutional sparse coding with small
samples-based training,
PR(141), 2023, pp. 109624.
Elsevier DOI
2306
Tensor completion, Convolutional sparse coding, High-pass filter, Inexact ADMM
BibRef
Li, B.Z.[Ben-Zheng],
Zhao, X.L.[Xi-Le],
Zhang, X.J.[Xiong-Jun],
Ji, T.Y.[Teng-Yu],
Chen, X.Y.[Xin-Yu],
Ng, M.K.[Michael K.],
A Learnable Group-Tube Transform Induced Tensor Nuclear Norm and Its
Application for Tensor Completion,
SIIMS(16), No. 3, 2023, pp. 1370-1397.
DOI Link
2309
BibRef
Wang, H.L.[Hai-Lin],
Peng, J.J.[Jiang-Jun],
Qin, W.J.[Wen-Jin],
Wang, J.J.[Jian-Jun],
Meng, D.Y.[De-Yu],
Guaranteed Tensor Recovery Fused Low-rankness and Smoothness,
PAMI(45), No. 9, September 2023, pp. 10990-11007.
IEEE DOI
2309
BibRef
Zeng, H.J.[Hai-Jin],
Xue, J.[Jize],
Luong, H.Q.[Hiêp Q.],
Philips, W.[Wilfried],
Multimodal Core Tensor Factorization and its Applications to Low-Rank
Tensor Completion,
MultMed(25), 2023, pp. 7010-7024.
IEEE DOI
2311
BibRef
He, Y.C.[Yi-Cong],
Atia, G.K.[George K.],
Coarse to Fine Two-Stage Approach to Robust Tensor Completion of
Visual Data,
Cyber(54), No. 1, January 2024, pp. 136-149.
IEEE DOI
2312
BibRef
Zheng, H.[Huiwen],
Lou, Y.F.[Yi-Fei],
Tian, G.L.[Guo-Liang],
Wang, C.[Chao],
A Scale-Invariant Relaxation in Low-Rank Tensor Recovery with an
Application to Tensor Completion,
SIIMS(17), No. 1, 2024, pp. 756-783.
DOI Link
2404
BibRef
Dai, C.[Cheng],
Zhang, Y.[Ying],
Zheng, Z.[Zhigao],
A Nonlocal Similarity Learning-Based Tensor Completion Model With Its
Application in Intelligent Transportation System,
ITS(25), No. 3, March 2024, pp. 3140-3151.
IEEE DOI
2405
Tensors, Minimization, Matrix decomposition,
Intelligent transportation systems, Mathematical models, rank determination
BibRef
Yuan, S.R.[Shi-Ran],
Huang, K.Z.[Kai-Zhu],
A generalizable framework for low-rank tensor completion with
numerical priors,
PR(155), 2024, pp. 110678.
Elsevier DOI
2408
Tensorial representations, Prior distributions,
CP decomposition, Block coordinate descent, Missing data
BibRef
Pan, C.J.[Chen-Jian],
Ling, C.[Chen],
He, H.J.[Hong-Jin],
Qi, L.Q.[Li-Qun],
Xu, Y.W.[Yan-Wei],
'Sparse + Low-Rank' tensor completion approach for recovering images
and videos,
SP:IC(127), 2024, pp. 117152.
Elsevier DOI
2408
Tensor completion, -shrinkage thresholding,
Weighted nuclear norm, Discrete cosine transform, Image inpainting
BibRef
Feng, Q.R.[Qing-Rong],
Hou, J.Y.[Jing-Yao],
Kong, W.C.[Wei-Chao],
Xu, C.[Chen],
Wang, J.J.[Jian-Jun],
Poisson tensor completion with transformed correlated total variation
regularization,
PR(156), 2024, pp. 110735.
Elsevier DOI
2408
Tensor completion, Low rankness and local smoothness,
Transformed correlated total variation, Poisson observations
BibRef
He, J.F.[Jing-Fei],
Yang, Z.Z.[Ze-Zhong],
Zheng, X.[Xunan],
Zhang, X.Y.[Xiao-Yue],
Li, A.[Ao],
Low-rank tensor completion based on tensor train rank with partially
overlapped sub-blocks and total variation,
SP:IC(129), 2024, pp. 117193.
Elsevier DOI
2411
Low rank tensor completion, TT rank, Total variation,
Partially overlapping sub-block, Tensor augmentation
BibRef
Wang, M.[Min],
Chen, Z.[Zhuying],
Zhang, S.Y.[Shu-Yi],
A robust low-rank tensor completion model with sparse noise for
higher-order data recovery,
IET-IPR(18), No. 12, 2024, pp. 3430-3446.
DOI Link
2411
hyperspectral imaging, image denoising impulse noise,
image restoration, matrix decomposition, noise, tensors
BibRef
Shu, H.[Hao],
Wang, H.L.[Hai-Lin],
Peng, J.J.[Jiang-Jun],
Meng, D.Y.[De-Yu],
Low-Rank Tensor Completion With 3-D Spatiotemporal Transform for
Traffic Data Imputation,
ITS(25), No. 11, November 2024, pp. 18673-18687.
IEEE DOI Code:
WWW Link.
2411
Tensors, Spatiotemporal phenomena, Imputation, Transforms,
Data models, Matrix decomposition, Detectors,
spatiotemporal transform
BibRef
Mai, T.T.N.[Truong Thanh Nhat],
Lam, E.Y.[Edmund Y.],
Lee, C.[Chul],
Attention-Guided Low-Rank Tensor Completion,
PAMI(46), No. 12, December 2024, pp. 9818-9833.
IEEE DOI
2411
Tensors, Image restoration, Iterative methods, Task analysis,
Imaging, Inference algorithms, Heuristic algorithms,
hyperspectral image (HSI) restoration
BibRef
Saragadam, V.[Vishwanath],
Balestriero, R.[Randall],
Veeraraghavan, A.[Ashok],
Baraniuk, R.G.[Richard G.],
DeepTensor: Low-Rank Tensor Decomposition With Deep Network Priors,
PAMI(46), No. 12, December 2024, pp. 10337-10348.
IEEE DOI
2411
Matrix decomposition, Tensors, Noise, Principal component analysis,
Task analysis, Vectors, Tensor decomposition, matrix factorization,
self-supervised learning
BibRef
Han, Z.L.[Zhi-Long],
Huang, T.Z.[Ting-Zhu],
Zhao, X.L.[Xi-Le],
Zhang, H.[Hao],
Wu, W.H.[Wei-Hao],
Nested Fully-Connected Tensor Network Decomposition for
Multi-Dimensional Visual Data Recovery,
CirSysVideo(34), No. 10, October 2024, pp. 10092-10106.
IEEE DOI
2411
Tensors, Visualization, Matrix decomposition, Vectors, Data models,
Correlation, Minimization, proximal alternating minimization
BibRef
Yu, J.S.[Jin-Shi],
Li, Z.[Zhifu],
Ma, G.[Ge],
Wang, J.W.[Jing-Wen],
Zou, T.[Tao],
Zhou, G.X.[Guo-Xu],
Low-rank sparse fully-connected tensor network for tensor completion,
PR(158), 2025, pp. 111000.
Elsevier DOI
2411
Tensor completion, Tensor network, Low-rank, Sparsity, Image/video recovery
BibRef
Tong, X.[Xueke],
Zhu, H.C.[Han-Cheng],
Cheng, L.[Lei],
Wu, Y.C.[Yik-Chung],
Revisiting trace norm minimization for tensor Tucker completion:
A direct multilinear rank learning approach,
PR(158), 2025, pp. 110995.
Elsevier DOI
2411
Tensor decomposition, Tucker model, Multilinear rank, Trace norm minimization
BibRef
Wu, T.[Tongle],
Fan, J.[Jicong],
Smooth Tensor Product for Tensor Completion,
IP(33), 2024, pp. 6483-6496.
IEEE DOI
2411
Tensors, TV, Matrix decomposition, Videos, Fast Fourier transforms,
Data models, Color, Vectors, Fans, Transforms, Low rank, smoothness,
recovery guarantee
BibRef
Qiu, D.[Duo],
Yang, B.[Bei],
Zhang, X.J.[Xiong-Jun],
Robust Tensor Completion via Dictionary Learning and Generalized
Nonconvex Regularization for Visual Data Recovery,
CirSysVideo(34), No. 11, November 2024, pp. 11026-11039.
IEEE DOI
2412
Tensors, Machine learning, Noise, Minimization, Numerical models, TV,
Visualization, Robust tensor completion,
transformed tensor singular value decomposition
BibRef
Xiao, Q.[Qing],
Liu, G.Y.[Gui-Ying],
Feng, Q.J.[Qian-Jin],
Zhang, Y.[Yu],
Ning, Z.[Zhenyuan],
Tensor Coupled Learning of Incomplete Longitudinal Features and
Labels for Clinical Score Regression,
PAMI(47), No. 1, January 2025, pp. 369-386.
IEEE DOI
2412
Incomplete data.
Tensors, Feature extraction, Estimation, Vectors,
Statistical analysis, Time series analysis, Semantics, Imputation,
tensor decomposition
BibRef
Zheng, Q.H.[Qing-Hai],
Tang, H.Y.[Hao-Yu],
Twin Reciprocal Completion for Incomplete Multi-View Clustering,
CirSysVideo(34), No. 12, December 2024, pp. 13201-13212.
IEEE DOI
2501
Tensors, Excavation, Task analysis, Kernel, Clustering methods,
Vectors, Incomplete multi-view data,
low-rank tensor constraint
BibRef
He, T.T.[Tian-Tian],
Hu, S.L.[Sheng-Long],
Huang, Z.H.[Zheng-Hai],
A Low-Rank Tensor Completion Method via Strassen-Ottaviani Flattening,
SIIMS(17), No. 4, 2024, pp. 2242-2276.
DOI Link
2501
BibRef
Zhao, J.L.[Jian-Li],
Gao, J.F.[Jian-Feng],
Fang, S.[Sheng],
Zhang, T.H.[Tian-Heng],
Wang, J.Y.[Jin-Yu],
Robust Tensor Completion via Spatial-Spectral Constrained Deep
Low-Rank Tensor Factorization for Hyperspectral Image Recovery,
SPLetters(32), 2025, pp. 551-555.
IEEE DOI
2501
Tensors, Hyperspectral imaging, Optimization, Decoding,
Convolutional neural networks, Indexes, Gaussian noise, Training,
spatial-spectral
BibRef
Lin, R.[Rui],
Chen, C.[Cong],
Wong, N.[Ngai],
Coarse to Fine: Image Restoration Boosted by Multi-Scale Low-Rank
Tensor Completion,
ICPR22(259-265)
IEEE DOI
2212
Tensors, Codes, Search problems, Boosting, Image restoration
BibRef
Yamamoto, R.[Ryuki],
Hontani, H.[Hidekata],
Imakura, A.[Akira],
Yokota, T.[Tatsuya],
Fast Algorithm for Low-rank Tensor Completion in Delay-embedded Space,
CVPR22(2048-2056)
IEEE DOI
2210
Tensors, Fourier transforms, Convolution, Computational modeling,
Memory management, Computational efficiency, Low-level vision,
Optimization methods
BibRef
Wang, Z.L.[Zhan-Liang],
Dong, J.Y.[Jun-Yu],
Liu, X.G.[Xin-Guo],
Zeng, X.Y.[Xue-Ying],
Low-Rank Tensor Completion by Approximating the Tensor Average Rank,
ICCV21(4592-4600)
IEEE DOI
2203
Tensors, Computational modeling, Transforms,
Approximation algorithms, Convergence,
BibRef
Sinha, T.K.[Tanmay Kumar],
Naram, J.[Jayadev],
Kumar, P.[Pawan],
Nonnegative Low-Rank Tensor Completion via Dual Formulation with
Applications to Image and Video Completion,
WACV22(4069-4077)
IEEE DOI
2202
Manifolds, Tensors, Image color analysis,
Task analysis, Optimization, Hyperspectral imaging,
Learning and Optimization Tensor Completion
BibRef
Dhondea, A.[Ashiv],
Cohen, R.A.[Robert A.],
Bajic, I.V.[Ivan V.],
CALTEC: Content-Adaptive Linear Tensor Completion for Collaborative
Intelligence,
ICIP21(2179-2183)
IEEE DOI
2201
Tensors, Image processing, Channel estimation, Packet loss,
Collaboration, Propagation losses, Collaborative intelligence,
missing data imputation
BibRef
Li, S.[Sen],
Luo, X.Y.[Xiao-Yan],
Wang, Q.X.[Qi-Xiong],
Li, L.[Lei],
Shen, W.[Weifa],
Yin, J.[Jihao],
Hyperspectral Classification Using Cooperative Spatial-Spectral
Attention Network with Tensor Low-Rank Reconstruction,
ICIP21(2658-2662)
IEEE DOI
2201
Tensors, Neural networks, Feature extraction, Image reconstruction,
Hyperspectral imaging, low-rank reconstruction
BibRef
Gao, J.,
Shi, H.,
Wang, W.,
Spatially Regularized Low Rank Tensor Optimization for Visual Data
Completion,
ICIP18(1822-1826)
IEEE DOI
1809
Tensile stress, Visualization, Color, Optimization, Indexes,
Matrix decomposition, tensor completion, S-norm, LogDet function,
visual data processing
BibRef
Li, L.,
Jiang, F.,
Shen, R.,
Total Variation Regularized Reweighted Low-rank Tensor Completion for
Color Image Inpainting,
ICIP18(2152-2156)
IEEE DOI
1809
Tensile stress, Color, Computational modeling, Optimization, TV,
Signal processing algorithms, Correlation,
color image recovery
BibRef
Xue, S.,
Qiu, W.,
Liu, F.,
Jin, X.,
Low-Rank Tensor Completion by Truncated Nuclear Norm Regularization,
ICPR18(2600-2605)
IEEE DOI
1812
Tensile stress, Optimization, Matrix decomposition, Color,
Matlab, Visualization
BibRef
Chen, W.,
Song, N.,
Low-Rank Tensor Completion: A Pseudo-Bayesian Learning Approach,
ICCV17(3325-3333)
IEEE DOI
1802
Bayes methods, approximation theory,
concave programming, convex programming, inverse problems,
Tensile stress
BibRef
Xiong, J.,
Li, S.,
Liu, Q.,
Xu, X.,
Analysis-operator guided simultaneous tensor decomposition and
completion,
ICIP17(2677-2981)
IEEE DOI
1803
Analytical models, Convex functions, Matrix decomposition,
Minimization, TV, Tensile stress, Visualization, ADMM,
Tensor completion
BibRef
Xie, J.C.[Jian-Chun],
Yang, J.[Jian],
Tai, Y.[Ying],
Qian, J.J.[Jian-Jun],
Volume measurement based tensor completion,
ICIP16(1838-1842)
IEEE DOI
1610
Current measurement
BibRef
Li, N.[Nan],
Li, B.X.[Bao-Xin],
Tensor completion for on-board compression of hyperspectral images,
ICIP10(517-520).
IEEE DOI
1009
BibRef
Chapter on 3-D Object Description and Computation Techniques, Surfaces, Deformable, View Generation, Video Conferencing continues in
Object Removal, Inpainting After Removing Objects .