DocumentCode :
1666430
Title :
Tensor completion throughmultiple Kronecker product decomposition
Author :
Anh-Huy Phan ; Cichocki, Andrzej ; Tichavsky, Petr ; Luta, Gheorghe ; Brockmeier, Austin
Author_Institution :
Brain Sci. Inst., RIKEN, Wako, Japan
fYear :
2013
Firstpage :
3233
Lastpage :
3237
Abstract :
We propose a novel decomposition approach to impute missing values in tensor data. The method uses smaller scale multiway patches to model the whole data or a small volume encompassing the observed missing entries. Simulations on color images show that our method can recover color images using only 5-10% of pixels, and outperforms other available tensor completion methods.
Keywords :
image colour analysis; matrix decomposition; tensors; color image recovery; multiple Kronecker product decomposition; scale multiway patches; tensor completion; Approximation methods; Color; Data models; Image reconstruction; Matrix decomposition; PSNR; Tensile stress; Kronecker tensor decomposition (KTD); color image; tensor completion; tensor decomposition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
ISSN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2013.6638255
Filename :
6638255
Link To Document :
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