<p><b>A</b> Example dictionary elements <b>W</b><sub><i>h</i></sub> after learning. <b>B</b> Fraction of globular fields estimated from <i>in vivo</i> measurements, compared to ours (after fitting with Gabor wavelets and DoG’s; globular percentages taken from [<a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0124088#pone.0124088.ref019" target="_blank">19</a>] who analyzed data provided by [<a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0124088#pone.0124088.ref018" target="_blank">18</a>] and estimated percentages of globular fields from data in two further papers [<a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0124088#pone.0124088.ref043" target="_blank">43</a>, <a href="ht...
We present Dictionary Fields, a novel neural representation which decomposes a signal into a product...
<p>For each example the figure shows: the original patch (left), its DoG preprocessed version (secon...
Copyright © 2014 Ye Zhang et al.This is an open access article distributed under the Creative Common...
<p>We considered sparsity levels of 1 (red), 3 (green), and 5 atoms (blue curves), and patch sizes o...
<p>With <i>H</i> = 100 learned dictionary components we evaluate the number learned and used for rec...
<p><b>A</b> Analysis of learned Gabor-like receptive fields for experiments with hidden units (and ...
<p>This dictionary shows a greater diversity of shapes than the undercomplete dictionaries. (<b>a–l<...
<p>Results of three differently parameterized sets of experiments, each with 10 experimental runs of...
<p><b>A</b> Image patch (bottom left) showing an intersection of two branches extracted from a grey-...
Data driven analysis methods such as independent component analysis (ICA) have proven to be well sui...
Electrical Engineering, Mathematics and Computer ScienceIntelligent SystemsPattern Recognition And B...
International audienceBackground: Compared with conventional magnetic resonance imaging methods, the...
Statistical parametric mapping (SPM) of functional mag-netic resonance imaging (fMRI) uses a canonic...
International audienceThis article proposes a new method for image separation into a linear combinat...
The goal of this thesis is to develop a data-driven, label consistent, and dictionary learning based...
We present Dictionary Fields, a novel neural representation which decomposes a signal into a product...
<p>For each example the figure shows: the original patch (left), its DoG preprocessed version (secon...
Copyright © 2014 Ye Zhang et al.This is an open access article distributed under the Creative Common...
<p>We considered sparsity levels of 1 (red), 3 (green), and 5 atoms (blue curves), and patch sizes o...
<p>With <i>H</i> = 100 learned dictionary components we evaluate the number learned and used for rec...
<p><b>A</b> Analysis of learned Gabor-like receptive fields for experiments with hidden units (and ...
<p>This dictionary shows a greater diversity of shapes than the undercomplete dictionaries. (<b>a–l<...
<p>Results of three differently parameterized sets of experiments, each with 10 experimental runs of...
<p><b>A</b> Image patch (bottom left) showing an intersection of two branches extracted from a grey-...
Data driven analysis methods such as independent component analysis (ICA) have proven to be well sui...
Electrical Engineering, Mathematics and Computer ScienceIntelligent SystemsPattern Recognition And B...
International audienceBackground: Compared with conventional magnetic resonance imaging methods, the...
Statistical parametric mapping (SPM) of functional mag-netic resonance imaging (fMRI) uses a canonic...
International audienceThis article proposes a new method for image separation into a linear combinat...
The goal of this thesis is to develop a data-driven, label consistent, and dictionary learning based...
We present Dictionary Fields, a novel neural representation which decomposes a signal into a product...
<p>For each example the figure shows: the original patch (left), its DoG preprocessed version (secon...
Copyright © 2014 Ye Zhang et al.This is an open access article distributed under the Creative Common...