Simultaneous Rectification and Alignment via Robust Recovery of Low-rank Tensors

Keywords

Tensor (intrinsic definition), Computer science, Minification, Algorithm, Convergence (economics)

References

• Least squares congealing for unsupervised alignment of imagesMark Cox, Sridha Sridharan, Simon Lucey — 2008
• Estimation of low-rank tensors via convex optimizationRyota Tomioka, Kohei Hayashi, Hisashi Kashima — 2010
• A collaborative framework for 3D alignment and classification of heterogeneous subvolumes in cryo-electron tomographyOleg Kuybeda, Gabriel A. Frank, Alberto Bartesaghi — 2010
• RASL: Robust alignment by sparse and low-rank decomposition for linearly correlated imagesYigang Peng, Arvind Ganesh, John Wright — 2010
• Tensor Decompositions and ApplicationsTamara G. Kolda, Brett W. Bader — 2009
• Three-way arrays: rank and uniqueness of trilinear decompositions, with application to arithmetic complexity and statisticsJoseph B. Kruskal — 1977
• Tensor completion and low-n-rank tensor recovery via convex optimizationSilvia Gandy, Benjamin Recht, Isao Yamada — 2011
• Linearized augmented Lagrangian and alternating direction methods for nuclear norm minimizationJunfeng Yang, Xiaoming Yuan — 2012
• Tensor Completion for Estimating Missing Values in Visual DataJi Liu, Przemysław Musialski, Peter Wonka — 2009
• Data driven image models through continuous joint alignmentErik Learned-Miller — 2006
• Robust principal component analysis?Emmanuel J. Candès, Xiaodong Li, Yi Ma — 2009
• Joint data alignment up to (lossy) transformationsAndrea Vedaldi, Gregorio Guidi, Stefano Soatto — 2008
• TILT: Transform Invariant Low-Rank TexturesZhengdong Zhang, Arvind Ganesh, Xiao Liang — 2010
• Unsupervised Joint Alignment of Complex ImagesGary B. Huang, Vidit Jain, Erik Learned-Miller — 2007
• Nuclear Norms for Tensors and Their Use for Convex Multilinear EstimationMarco Signoretto, L. D. Lathauwer, J. Suykens — 2011
• Optimum Subspace Learning and Error Correction for TensorsYin Li, Junchi Yan, Yue Zhou — 2010

Cited by

• Gait recognition method for arbitrary straight walking paths using appearance conversion machineXiaohui Zhao, Yicheng Jiang, Tania Stathaki — 2016
• Low-Rank Tensor Learning with Discriminant Analysis for Action Classification and Image RecoveryChengcheng Jia, Guoqiang Zhong, Yun Fu — 2014
• Fast randomized Singular Value Thresholding for Nuclear Norm MinimizationTae-Hyun Oh, Yasuyuki Matsushita, Yu‐Wing Tai — 2015
• New Design Criteria for Robust PCA and a Compliant Bayesian-Inspired AlgorithmTae-Hyun Oh, David Wipf, Yasuyuki Matsushita — 2015
• Nonconvex plus quadratic penalized low-rank and sparse decomposition for noisy image alignmentXi’ai Chen, Zhi Han, Yao Wang — 2016
• Semi-Supervised Representation Learning based on Probabilistic LabelingErshad Banijamali, Ali Ghodsi — 2016
• Robust Low-Rank Tensor Recovery With Regularized Redescending M-EstimatorYuning Yang, Yunlong Feng, Johan A. K. Suykens — 2016
• Fast Randomized Singular Value Thresholding for Low-Rank OptimizationTae-Hyun Oh, Yasuyuki Matsushita, Yu‐Wing Tai — 2015
• Low-rank tensor learning for human action recognitionChengcheng Jia — 2016
• Learning compact binary codes from higher-order tensors via Free-Form Reshaping and Binarized Multilinear PCAHaiping Lu, Jianxin Wu, Yu Zhang — 2016
• Semi-Supervised Dictionary Learning via Structural Sparse PreservingDi Wang, Xiaoqin Zhang, Mingyu Fan — 2016
• Manifold Constrained Low-Rank DecompositionChen Chen, Baochang Zhang, Alessio Del Bue — 2017
• Modeling Sparse Deviations for Compressed Sensing using Generative ModelsManik Dhar, Aditya Grover, Stefano Ermon — 2018
• Online Robust Low-Rank Tensor Modeling for Streaming Data AnalysisPing Li, Jiashi Feng, Xiaojie Jin — 2019
• Robust Low-Rank Tensor Recovery with Rectification and AlignmentXiaoqin Zhang, Di Wang, Zhengyuan Zhou — 2021
• Convolutional Imputation of Matrix NetworksQingyun Sun, Mengyuan Yan, David L. Donoho — 2016
• Video Rain/Snow Removal by Transformed Online Multiscale Convolutional Sparse CodingMinghan Li, Xiangyong Cao, Qian Zhao — 2019
• Tensor recovery from noisy and multi-level quantized measurementsRen Wang, Meng Wang, Jinjun Xiong — 2019
• Online Rain/Snow Removal From Surveillance VideosMinghan Li, Xiangyong Cao, Qian Zhao — 2021
• Robust Low Transformed Multi-Rank Tensor Methods for Image AlignmentDuo Qiu, Minru Bai, Michael K. Ng — 2021

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• Robust principal component analysis?Emmanuel J. Candès, Xiaodong Li, Yi Ma — 2009
• RASL: Robust alignment by sparse and low-rank decomposition for linearly correlated imagesYigang Peng, Arvind Ganesh, John Wright — 2010
• TILT: Transform Invariant Low-Rank TexturesZhengdong Zhang, Arvind Ganesh, Xiao Liang — 2010
• Tensor Decompositions and ApplicationsTamara G. Kolda, Brett W. Bader — 2009
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