Articles with "efficient representation" as a keyword



Efficient Representation of Laguerre Mosaics with an Application to Microstructure Simulation of Complex Ore

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Published in 2019 at "Mathematical Geosciences"

DOI: 10.1007/s11004-019-09841-5

Abstract: Laguerre mosaics have been an important modeling approach in astronomy, physics, crystallography, geology and mathematics for several decades. In materials science, they are used as models for cellular and polycrystalline materials, networks and cell foams.… read more here.

Keywords: laguerre mosaics; microstructure; representation; representation laguerre ... See more keywords
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Compact and Computationally Efficient Representation of Deep Neural Networks

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Published in 2020 at "IEEE Transactions on Neural Networks and Learning Systems"

DOI: 10.1109/tnnls.2019.2910073

Abstract: At the core of any inference procedure, deep neural networks are dot product operations, which are the component that requires the highest computational resources. For instance, deep neural networks, such as VGG-16, require up to… read more here.

Keywords: computationally efficient; data structures; compact computationally; deep neural ... See more keywords
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Visual illusions via neural dynamics: Wilson-Cowan-type models and the efficient representation principle.

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Published in 2020 at "Journal of neurophysiology"

DOI: 10.1152/jn.00488.2019

Abstract: In this work we have aimed to reproduce supra-threshold perception phenomena, specifically visual illusions, with Wilson-Cowan-type models of neuronal dynamics. We have found that it is indeed possible to do so, but that the ability… read more here.

Keywords: visual illusions; representation principle; wilson cowan; efficient representation ... See more keywords