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Merge pull request #427 from hcmlab/develop

Develop
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tobiasbaur committed Sep 25, 2019
2 parents 4d5fdc6 + d0e4df1 commit ed4e1b50c8fb3ab9b32177c0a10174078379548d
@@ -372,3 +372,5 @@ bin/SharpDX.dll
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docs/pics/interface.pptx
docs/pics/database.pptx
@@ -885,12 +885,12 @@ <h2 id="annotation-prediction"><span class="header-section-number">5.5</span> An
<h2 id="explanation"><span class="header-section-number">5.6</span> Explanation</h2>
<p>We extended NOVA with the two explanation frameworks <a href="https://github.com/marcotcr/lime">LIME</a> and <a href="https://github.com/albermax/innvestigate">iNNvestigate</a>. The extension allows to further investigate the classifier's prediction and gain additional insight on the classifier’s decision making. The corresponding functionality is accessible through the 'XAI' drop down menu from the navigation bar at the top.</p>
<div class="figure">
<img src="pics/lime-explanation.PNG" alt="Lime explanation dialog." id="fig:lime-explanation" style="width:80.0%" />
<img src="pics/lime-explanation.png" alt="Lime explanation dialog." id="fig:lime-explanation" style="width:80.0%" />
<p class="caption"><em>Lime explanation dialog.</em></p>
</div>
<p>The figure presents the NOVA interface for generating explanations with LIME. Coherent with LIME it is possible to adjust the number of considered 'Top Lables', 'Number of samples' and 'Number of features'. Additional settings for the presentation of explanations can also be altered ('Hide rest', 'Hide color', 'Positive only'). Furthermore, for the generation of explanations the user can either choose from a list of models that have been trained with the help of NOVA for the given modality or drag and drop models from a different source.</p>
<div class="figure">
<img src="pics/innvestigate-explanation.PNG" alt="Innvestigate explanation dialog." id="fig:innvestigate-explanation" style="width:80.0%" />
<img src="pics/innvestigate-explanation.png" alt="Innvestigate explanation dialog." id="fig:innvestigate-explanation" style="width:80.0%" />
<p class="caption"><em>Innvestigate explanation dialog.</em></p>
</div>
<p>Alongside the explanation generated by LIME, NOVA also offers the possibility to create explanations with iNNvestigate. The figure above presents the corresponding NOVA interface. It not only provides a variety of algorithms implemented in iNNvestigate, but also allows the user to decide between different visualization representations. Following algorithms (explainer) are supported in NOVA:</p>
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