This document will review the most prominent proposals using multilayer
convolutional architectures. Importantly, the various components of a typical
convolutional network will be discussed through a review of different
approaches that base their design decisions on biological findings and/or sound
theoretical bases. In addition, the different attempts at understanding
ConvNets via visualizations and empirical studies will be reviewed. The
ultimate goal is to shed light on the role of each layer of processing involved
in a ConvNet architecture, distill what we currently understand about ConvNets
and highlight critical open problems.
Beschreibung
What Do We Understand About Convolutional Networks?
%0 Generic
%1 hadji2018understand
%A Hadji, Isma
%A Wildes, Richard P.
%D 2018
%K Seminar
%T What Do We Understand About Convolutional Networks?
%U http://arxiv.org/abs/1803.08834
%X This document will review the most prominent proposals using multilayer
convolutional architectures. Importantly, the various components of a typical
convolutional network will be discussed through a review of different
approaches that base their design decisions on biological findings and/or sound
theoretical bases. In addition, the different attempts at understanding
ConvNets via visualizations and empirical studies will be reviewed. The
ultimate goal is to shed light on the role of each layer of processing involved
in a ConvNet architecture, distill what we currently understand about ConvNets
and highlight critical open problems.
@misc{hadji2018understand,
abstract = {This document will review the most prominent proposals using multilayer
convolutional architectures. Importantly, the various components of a typical
convolutional network will be discussed through a review of different
approaches that base their design decisions on biological findings and/or sound
theoretical bases. In addition, the different attempts at understanding
ConvNets via visualizations and empirical studies will be reviewed. The
ultimate goal is to shed light on the role of each layer of processing involved
in a ConvNet architecture, distill what we currently understand about ConvNets
and highlight critical open problems.},
added-at = {2018-03-26T15:57:45.000+0200},
author = {Hadji, Isma and Wildes, Richard P.},
biburl = {https://www.bibsonomy.org/bibtex/26c10f911854a6c1f42234205e70fa80f/jk_itwm},
description = {What Do We Understand About Convolutional Networks?},
interhash = {7d75f6c896732397d47bfbb40e63a71c},
intrahash = {6c10f911854a6c1f42234205e70fa80f},
keywords = {Seminar},
note = {cite arxiv:1803.08834},
timestamp = {2018-03-26T15:57:45.000+0200},
title = {What Do We Understand About Convolutional Networks?},
url = {http://arxiv.org/abs/1803.08834},
year = 2018
}