Nov 6 – 8, 2019
MPI Magdeburg
Europe/Berlin timezone

Tensor-Train Decomposition for image classification

Nov 6, 2019, 4:50 PM
25m
Prigogine (MPI Magdeburg)

Prigogine

MPI Magdeburg

MPI for Dynamics of Complex Technical Systems Sandtorstr. 1 39106 Magdeburg
Talk Talks Day I

Speaker

Domitilla Brandoni (Alma Mater Studiorum, Universita’ di Bologna)

Description

Automatic Face Recognition has become increasingly important in the past few years due to its several applications in daily life. Numerical linear algebra tools have been extensively used for classification purposes. However, since several factors can affect the image, multilinear algebra tools seem to be a natural choice to deal with image classification.

We propose a new algorithm based on Tensor-Train Decomposition and we compare it with other related methods, such as the ones based on SVD and HOSVD (High-Order Singular Value Decomposition).

Primary author

Domitilla Brandoni (Alma Mater Studiorum, Universita’ di Bologna)

Co-author

Valeria Simoncini ( Alma Mater Studiorum, Universita’ di Bologna)

Presentation materials

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