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Conference Paper (international conference)

Tensor Completion Through Multiple Kronecker Product Decomposition

Phan A. H., Cichocki A., Tichavský Petr, Luta G., Brockmeier A.

: 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing ICASSP 2013, p. 3233-3237

: IEEE International Conference on Acoustics, Speech, and Signal Processing ICASSP 2013, (Vancouver, CA, 27.05.2013-31.05.2013)

: GA102/09/1278, GA ČR

: tensor factorization, Kronecker product, image completion

: http://library.utia.cas.cz/separaty/2013/SI/tichavsky-tensor completion through multiple kronecker product decomposition.pdf

(eng): 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.

: BB

2019-01-07 08:39
Institute of Information Theory and Automation