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Keisuke Ozawa

2 accepted papers

2022

On The Relaxation of Orthogonal Tensor Rank and Its Nonconvex Riemannian Optimization for Tensor Completion

ICASSP 2022accepted

Natural extension of matrix rank has attracted interest toward a parsimonious representation and completion of a tensor with partial observation. In this paper, we focus on orthogonal tensor rank and discuss its nonconvex relaxation and minimization. Accordingly, we present a completion algorithm us…

Cited by 0SourceScholar
2022

Plug-and-Play and Relay Regularizations on Noisy Low Rank Tensor Completion for Snapshot Multispectral Image Restoration

ICASSP 2022accepted

The spatial resolution of snapshot multispectral imaging is degraded owing to its spatio-spectral tradeoff. Restoring the resolution is considered as a noisy tensor completion problem and recent studies have jointly optimized the transformed tensor nuclear norm (tTNN) with regularization. However, e…

Cited by 0SourceScholar