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publications.html
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<!DOCTYPE HTML>
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<h2>Interactive Machine Learning Group</h2>
<p>At <a href="https://www.helmholtz-imaging.de">Helmholtz Imaging</a> and the <a
href="https://www.dkfz.de/en/interaktives-maschinelles-lernen/index.php">DKFZ</a>.</p>
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<h3 class="major">Publications</h3>
<h2 class="minor">2024</h2>
<div class="table-wrapper">
<table>
<thead>
<tr>
<th>Paper</th>
<th>Ressources</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<h3 class="minor">ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation</h3>
<font size="3"> <strong>Authors:</strong> Kim-Celine Kahl, Carsten T. Lueth, Maximilian Zenk, Klaus Maier-Hein, Paul F. Jaeger
</font> <br>
<font size="3"> <strong>Published at:</strong> ICLR 2024 Oral</font><br>
<font size="3"> <strong>Date:</strong> 04.2024</font>
</td>
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<ul class="actions">
<li><a href="https://arxiv.org/pdf/2401.08501.pdf"
class="button fit small">Paper</a></li>
<li><a href="bibtex/kahl2024values.bib"
class="button fit small">Bibtex</a></li>
</ul>
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<li><a href="https://github.com/IML-DKFZ/values"
class="button fit small">Code</a></li>
</ul>
</td>
</tr>
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</table>
</div>
<h2 class="minor">2023</h2>
<div class="table-wrapper">
<table>
<thead>
<tr>
<th>Paper</th>
<th>Ressources</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<h3 class="minor">Discovering Process Dynamics for Scalable Perovskite Solar Cell Manufacturing with Explainable AI</h3>
<font size="3"> <strong>Authors: </strong>Lukas Klein, Sebastian Ziegler, Felix Laufer, Charlotte Debus, Markus Goetz, Klaus Maier-Hein, Ulrich W. Paetzold, Fabian Isense and Paul F. Jaeger
</font> <br>
<font size="3"> <strong>Published at:</strong> Advanced Materials (also presented at NeurIPS 2023 XAIA Workshop Oral)</font><br>
<font size="3"> <strong>Date:</strong> 12.2023</font>
</td>
<td>
<ul class="actions">
<li><a href="https://onlinelibrary.wiley.com/doi/epdf/10.1002/adma.202307160"
class="button fit small">Paper</a></li>
<li><a href="bibtex/lueth2023a.bib" class="button fit small">Bibtex</a>
</li>
</ul>
<ul class="actions">
<li><a href="https://github.com/dekfsx/realistic-al"
class="button fit small">Code</a></li>
<li><a href="/poster/perovskite neurips poster.pdf"
class="button fit small">Poster</a></li>
</ul>
</td>
</tr>
<tr>
<td>
<h3 class="minor">Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment</h3>
<font size="3"> <strong>Authors: </strong>Carsten T. Lüth, Till J. Bungert,
Lukas Klein and Paul F. Jaeger
</font> <br>
<font size="3"> <strong>Published at:</strong> NeurIPS 2023</font><br>
<font size="3"> <strong>Date:</strong> 12.2023</font>
</td>
<td>
<ul class="actions">
<li><a href="https://openreview.net/pdf?id=Dqn715Txgl"
class="button fit small">Paper</a></li>
<li><a href="bibtex/lueth2023a.bib" class="button fit small">Bibtex</a>
</li>
</ul>
<ul class="actions">
<li><a href="https://github.com/dekfsx/realistic-al"
class="button fit small">Code</a></li>
</ul>
</td>
</tr>
<tr>
<td>
<h3 class="minor">cOOpD: Reformulating COPD classification on chest CT scans as anomaly detection using contrastive representations</h3>
<font size="3"> <strong>Authors: </strong>Silvia D. Almeida, Carsten T. Lüth, Tobias Norajitra, Tassilo Wald, Marco Nolden, Paul F. Jaeger, Claus P. Heussel, Jürgen Biederer, Oliver Weinheimer, Klaus Maier-Hein
</font> <br>
<font size="3"> <strong>Published at:</strong> MICCAI 2023</font><br>
<font size="3"> <strong>Date:</strong> 10.2023</font>
</td>
<td>
<ul class="actions">
<li><a href="https://arxiv.org/pdf/2307.07254.pdf"
class="button fit small">Paper</a></li>
<li><a href="bibtex/almeida2023coopd.bib" class="button fit small">Bibtex</a>
</li>
</ul>
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<li><a href="https://github.com/MIC-DKFZ/cOOpD"
class="button fit small">Code</a></li>
<li><a href="/poster/MICCAI_poster_SDA_CTL.pdf"
class="button fit small">Poster</a></li>
</ul>
</td>
</tr>
<tr>
<td>
<h3 class="minor">Understanding Silent Failures in Medical Image Classification</h3>
<font size="3"> <strong>Authors: </strong>Till J. Bungert, Levin Kobelke, Paul F. Jaeger
</font> <br>
<font size="3"> <strong>Published at:</strong> MICCAI 2023</font><br>
<font size="3"> <strong>Date:</strong> 10.2023</font>
</td>
<td>
<ul class="actions">
<li><a href="https://arxiv.org/abs/2307.14729"
class="button fit small">Paper</a></li>
<li><a href="bibtex/bungert2023understanding.bib" class="button fit small">Bibtex</a>
</li>
</ul>
<ul class="actions">
<li><a href="https://github.com/IML-DKFZ/sf-visuals"
class="button fit small">Code</a></li>
<li><a href="/poster/MICCAI23_Poster.pdf"
class="button fit small">Poster</a></li>
</ul>
</td>
</tr>
<tr>
<td>
<h3 class="minor">A Call to Reflect on Evaluation Practices for Failure
Detection in Image Classification</h3>
<font size="3"> <strong>Authors: </strong>Paul F. Jaeger, Carsten T. Lüth,
Lukas Klein and Till J. Bungert
</font> <br>
<font size="3"> <strong>Published at:</strong> ICLR 2023 (Oral)</font><br>
<font size="3"> <strong>Date:</strong> 05.2023</font>
</td>
<td>
<ul class="actions">
<li><a href="https://openreview.net/pdf?id=YnkGMIh0gvX"
class="button fit small">Paper</a></li>
<li><a href="bibtex/jaeger2023a.bib" class="button fit small">Bibtex</a>
</li>
</ul>
<ul class="actions">
<li><a href="https://github.com/IML-DKFZ/fd-shifts"
class="button fit small">Code</a></li>
<li><a href="/poster/iclr_poster_jaeger.pdf"
class="button fit small">Poster</a></li>
</ul>
</td>
</tr>
</tbody>
</table>
</div>
<h2 class="minor">2022</h2>
<div class="table-wrapper">
<table>
<thead>
<tr>
<th>Paper</th>
<th>Ressources</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<h3 class="minor">From Correlation to Causation: Formalizing Interpretable
Machine Learning as a Statistical Process</h3>
<font size="3"> <strong>Authors:</strong> Lukas Klein, Mennatallah
El-Assady, Paul F. Jäger
</font> <br>
<font size="3"> <strong>Presented at:</strong> IJCAI 2022 Workshop on XAI
</font><br>
<font size="3"> <strong>Date:</strong> 07.2022</font>
</td>
<td>
<ul class="actions">
<li><a href="https://arxiv.org/abs/2207.04969"
class="button fit small">Paper</a></li>
<li><a href="https://lukaskln.github.io/citations/klein2022from.bib"
class="button fit small">Bibtex</a></li>
</ul>
</td>
</tr>
<tr>
<td>
<h3 class="minor">Improving Explainability of Disentangled Representations
using Multipath-Attribution Mappings</h3>
<font size="3"> <strong>Authors:</strong> Lukas Klein, João B. S. Carvalho,
Mennatallah El-Assady, Paolo Penna, Joachim M. Buhmann, Paul F. Jäger
</font> <br>
<font size="3"> <strong>Published at:</strong> MIDL 2022</font><br>
<font size="3"> <strong>Date:</strong> 04.2022</font>
</td>
<td>
<ul class="actions">
<li><a href="https://openreview.net/pdf?id=3uQ2Z0MhnoE"
class="button fit small">Paper</a></li>
<li><a href="bibtex/klein2022improving.bib"
class="button fit small">Bibtex</a></li>
</ul>
<ul class="actions">
<li><a href="https://github.com/IML-DKFZ/m-pax_lib"
class="button fit small">Code</a></li>
<li><a href="poster/xdssl_poster.pdf"
class="button fit small">Poster</a></li>
</ul>
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</tr>
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Interactive Machine Learning (E290) <br />
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Im Neuenheimer Feld 223 <br />
69120 Heidelberg
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