Skip to content

Commit

Permalink
web
Browse files Browse the repository at this point in the history
Change-Id: I9e6eb463709ee99dc241356cd81109e35f03b05f
  • Loading branch information
fishneck committed Jul 7, 2024
1 parent c6bcca1 commit df8f9f7
Showing 1 changed file with 11 additions and 4 deletions.
15 changes: 11 additions & 4 deletions docs/index.html
Original file line number Diff line number Diff line change
Expand Up @@ -42,10 +42,17 @@ <h1> COBRA: Confidence-based Anomaly Detection for Medicine </h1>
</ul>

<p>The paper presents a method to perform automatic assessment of impairment and disease severity using AI models trained only on healthy individuals. The <strong>COnfidence-Based chaRacterization of Anomalies (COBRA)</strong> score exploits the decrease in confidence of these models when processing data from impaired or diseased patients to quantify their deviation from the healthy population.</p>


<span class="image fit"><img src="images/COBRA-Overview-Stroke.png" alt="" /></span>
<span class="image fit"><img src="images/COBRA-Overview-KneeOA.png" alt="" /></span>
<p>This diagram explains how the method quantifies impairment in stroke patients (left) and disease severity of knee osteoarthritis (right) :</p>

<div class="row">
<div class="col-6 col-12-small">
<span class="image fit"><img src="images/COBRA-Overview-Stroke.png" alt="" /></span>
</div>
<div class="col-6 col-12-small">
<span class="image fit"><img src="images/COBRA-Overview-KneeOA.png" alt="" /></span>
</div>
</div>

<p>The plots below compare the COBRA score against expert-based metrics: (a) Fugl-Meyer assessment (FMA) score for impairment quantification in stroke patients, (b) Kellgren-Lawrence (KL) grade for knee impairment. The COBRA score computed automatically in under a minute is strongly correlated with the expert-based metrics.</p>

Expand All @@ -72,7 +79,7 @@ <h2>Data</h2>
<li><a href="data.html" class="button">More</a></li>
</ul>
</section>

</div>
</div>

Expand Down

0 comments on commit df8f9f7

Please sign in to comment.