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cs.LG2026
Semi-Tensor Product-Based Multi-Term Randomized T-SVD and Its Visual Applications
Xingchen Xiao, Feng Zhang, Wenjin Qin +1
Tensor singular value decomposition (T-SVD), which is built upon the tensor-tensor product (t-product), has emerged as a powerful tool for processing high-dimensional visual data s…
cs.LG2023
Nonconvex Robust High-Order Tensor Completion Using Randomized Low-Rank Approximation
Wenjin Qin, Hailin Wang, Feng Zhang +3
Within the tensor singular value decomposition (T-SVD) framework, existing robust low-rank tensor completion approaches have made great achievements in various areas of science and…