1 code implementation • 30 Apr 2022 • Konstantin Sozykin, Andrei Chertkov, Roman Schutski, Anh-Huy Phan, Andrzej Cichocki, Ivan Oseledets
We present a novel procedure for optimization based on the combination of efficient quantized tensor train representation and a generalized maximum matrix volume principle.
no code implementations • ECCV 2020 • Anh-Huy Phan, Konstantin Sobolev, Konstantin Sozykin, Dmitry Ermilov, Julia Gusak, Petr Tichavsky, Valeriy Glukhov, Ivan Oseledets, Andrzej Cichocki
Most state of the art deep neural networks are overparameterized and exhibit a high computational cost.
no code implementations • 5 Sep 2017 • Konstantin Sozykin, Stanislav Protasov, Adil Khan, Rasheed Hussain, Jooyoung Lee
Automatic analysis of the video is one of most complex problems in the fields of computer vision and machine learning.