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saliconEvalDemo.html
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saliconEvalDemo.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>saliconEvalDemo</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
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<div class=" highlight hl-ipython2"><pre><span class="o">%</span><span class="k">reload_ext</span> autoreload
<span class="o">%</span><span class="k">autoreload</span> 2
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">from</span> <span class="nn">salicon.salicon</span> <span class="kn">import</span> <span class="n">SALICON</span>
<span class="kn">from</span> <span class="nn">saliconeval.eval</span> <span class="kn">import</span> <span class="n">SALICONEval</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">skimage.io</span> <span class="kn">as</span> <span class="nn">io</span>
<span class="kn">import</span> <span class="nn">pylab</span>
<span class="n">pylab</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s">'figure.figsize'</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mf">10.0</span><span class="p">,</span> <span class="mf">8.0</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">json</span>
<span class="kn">from</span> <span class="nn">json</span> <span class="kn">import</span> <span class="n">encoder</span>
<span class="n">encoder</span><span class="o">.</span><span class="n">FLOAT_REPR</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">o</span><span class="p">:</span> <span class="n">format</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="s">'.3f'</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">dataDir</span><span class="o">=</span><span class="s">'.'</span>
<span class="n">dataType</span><span class="o">=</span><span class="s">'val2014'</span>
<span class="n">algName</span> <span class="o">=</span> <span class="s">'fake'</span>
<span class="n">annFile</span><span class="o">=</span><span class="s">'</span><span class="si">%s</span><span class="s">/annotations/fixations_</span><span class="si">%s</span><span class="s">_examples.json'</span><span class="o">%</span><span class="p">(</span><span class="n">dataDir</span><span class="p">,</span><span class="n">dataType</span><span class="p">)</span>
<span class="n">subtypes</span><span class="o">=</span><span class="p">[</span><span class="s">'results'</span><span class="p">,</span> <span class="s">'evalImgs'</span><span class="p">,</span> <span class="s">'eval'</span><span class="p">]</span>
<span class="p">[</span><span class="n">resFile</span><span class="p">,</span> <span class="n">evalImgsFile</span><span class="p">,</span> <span class="n">evalFile</span><span class="p">]</span><span class="o">=</span> <span class="p">[</span><span class="s">'</span><span class="si">%s</span><span class="s">/results/salmaps_</span><span class="si">%s</span><span class="s">_</span><span class="si">%s</span><span class="s">_</span><span class="si">%s</span><span class="s">.json'</span><span class="o">%</span><span class="p">(</span><span class="n">dataDir</span><span class="p">,</span><span class="n">dataType</span><span class="p">,</span><span class="n">algName</span><span class="p">,</span><span class="n">subtype</span><span class="p">)</span> <span class="k">for</span> <span class="n">subtype</span> <span class="ow">in</span> <span class="n">subtypes</span><span class="p">]</span>
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<div class=" highlight hl-ipython2"><pre><span class="c"># create coco object and cocoRes object</span>
<span class="n">salicon</span> <span class="o">=</span> <span class="n">SALICON</span><span class="p">(</span><span class="n">annFile</span><span class="p">)</span>
<span class="n">saliconRes</span> <span class="o">=</span> <span class="n">salicon</span><span class="o">.</span><span class="n">loadRes</span><span class="p">(</span><span class="n">resFile</span><span class="p">)</span>
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<pre>loading annotations into memory...
0:00:00.323705
creating index...
index created!
Loading and preparing results...
DONE (t=0.39s)
creating index...
index created!
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<div class=" highlight hl-ipython2"><pre><span class="c"># create cocoEval object by taking coco and cocoRes</span>
<span class="n">saliconEval</span> <span class="o">=</span> <span class="n">SALICONEval</span><span class="p">(</span><span class="n">salicon</span><span class="p">,</span> <span class="n">saliconRes</span><span class="p">)</span>
<span class="c"># evaluate on a subset of images by setting</span>
<span class="c"># cocoEval.params['image_id'] = cocoRes.getImgIds()</span>
<span class="n">saliconEval</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="s">'image_id'</span><span class="p">]</span> <span class="o">=</span> <span class="n">saliconRes</span><span class="o">.</span><span class="n">getImgIds</span><span class="p">()</span>
<span class="c"># evaluate results</span>
<span class="n">saliconEval</span><span class="o">.</span><span class="n">evaluate</span><span class="p">()</span>
<span class="c"># print output evaluation scores</span>
<span class="k">print</span> <span class="s">"Final Result for each Metric:"</span>
<span class="k">for</span> <span class="n">metric</span><span class="p">,</span> <span class="n">score</span> <span class="ow">in</span> <span class="n">saliconEval</span><span class="o">.</span><span class="n">eval</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="k">print</span> <span class="s">'</span><span class="si">%s</span><span class="s">: </span><span class="si">%.3f</span><span class="s">'</span><span class="o">%</span><span class="p">(</span><span class="n">metric</span><span class="p">,</span> <span class="n">score</span><span class="p">)</span>
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<pre>setting up scorers...
computing NSS score...
NSS: 0.011
Final Result for each Metric:
NSS: 0.011
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