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Author:

Li, Baohua (Li, Baohua.) | Zhang, Xiaoning (Zhang, Xiaoning.) | Li, Xiaoli (Li, Xiaoli.) (Scholars:李晓理) | Lu, Huchuan (Lu, Huchuan.)

Indexed by:

EI Scopus SCIE

Abstract:

The tensor completion issues have obtained a great deal of attention in the past few years. However, the data fidelity part minimizes a squared loss function, which may be inappropriate for the case of noisy one-bit observations. In this paper, we alleviate the mentioned difficulty by drawing on the experience of matrix scenarios. Based on the convex relation to L-1 norm of the tensor multi-rank, we propose a novel optimization model trying to recover the underlying tensor in case of one-bit observations. The feasibility of this model is proved by theoretical derivations. Furthermore, an alternating direction method of multipliers based algorithm is designed to find the solution. The numerical experiments demonstrate the effectiveness of our method.

Keyword:

TNN-norm Tensor completion one bit observation alternating direction method of multipliers (ADMM)

Author Community:

  • [ 1 ] [Li, Baohua]Hainan Normal Univ, Sch Math & Stat, Haikou 571158, Hainan, Peoples R China
  • [ 2 ] [Zhang, Xiaoning]Dalian Univ Technol, Sch Informat & Commun Engn, Fac Elect Informat & Elect Engn, Dalian 116024, Peoples R China
  • [ 3 ] [Lu, Huchuan]Dalian Univ Technol, Sch Informat & Commun Engn, Fac Elect Informat & Elect Engn, Dalian 116024, Peoples R China
  • [ 4 ] [Li, Xiaoli]Beijing Univ Technol, Fac Informat Technol, Sch Automat, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Lu, Huchuan]Dalian Univ Technol, Sch Informat & Commun Engn, Fac Elect Informat & Elect Engn, Dalian 116024, Peoples R China

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Source :

IEEE TRANSACTIONS ON IMAGE PROCESSING

ISSN: 1057-7149

Year: 2019

Issue: 1

Volume: 28

Page: 170-180

1 0 . 6 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:136

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 14

SCOPUS Cited Count: 20

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

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