<?xml version='1.0' encoding='UTF-8'?>
<?xml-stylesheet type="text/xsl" href="/static/xsl/oai2.xsl"?>
<OAI-PMH xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/ http://www.openarchives.org/OAI/2.0/OAI-PMH.xsd">
  <responseDate>2026-05-27T22:36:35Z</responseDate>
  <request metadataPrefix="oai_datacite" identifier="oai:rodare.hzdr.de:4177" verb="GetRecord">https://rodare.hzdr.de/oai2d</request>
  <GetRecord>
    <record>
      <header>
        <identifier>oai:rodare.hzdr.de:4177</identifier>
        <datestamp>2026-04-20T16:28:19Z</datestamp>
        <setSpec>software</setSpec>
        <setSpec>software</setSpec>
        <setSpec>user-health</setSpec>
        <setSpec>user-pet-center</setSpec>
        <setSpec>user-rodare</setSpec>
        <setSpec>user-zrt</setSpec>
      </header>
      <metadata>
        <oai_datacite xmlns="http://schema.datacite.org/oai/oai-1.0/" xsi:schemaLocation="http://schema.datacite.org/oai/oai-1.0/ oai_datacite.xsd">
          <isReferenceQuality>true</isReferenceQuality>
          <schemaVersion>3.1</schemaVersion>
          <datacentreSymbol>HZDR.RODARE</datacentreSymbol>
          <payload>
            <resource xmlns="http://datacite.org/schema/kernel-3" xsi:schemaLocation="http://datacite.org/schema/kernel-3 http://schema.datacite.org/meta/kernel-3/metadata.xsd">
              <identifier identifierType="DOI">10.14278/rodare.4177</identifier>
              <creators>
                <creator>
                  <creatorName>Nikulin, Pavel</creatorName>
                  <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-4568-4018</nameIdentifier>
                  <affiliation>Department of Positron Emission Tomography, Helmholtz-Zentrum Dresden-Rossendorf, Institute of Radiopharmaceutical Cancer Research, Dresden, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Hoberück, Sebastian</creatorName>
                  <affiliation>Department of Nuclear Medicine, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Apostolova, Ivayla</creatorName>
                  <affiliation>Department for Diagnostic and Interventional Radiology and Nuclear Medicine, University Hospital Hamburg-Eppendorf, Hamburg, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Maus, Jens</creatorName>
                  <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-7195-9927</nameIdentifier>
                  <affiliation>Department of Positron Emission Tomography, Helmholtz-Zentrum Dresden-Rossendorf, Institute of Radiopharmaceutical Cancer Research, Dresden, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Hüttmann, Andreas</creatorName>
                  <affiliation>Department of Hematology, West German Cancer Center, University Hospital Essen, University of Duisburg-Essen, Essen, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Dührsen, Ulrich</creatorName>
                  <affiliation>Department of Hematology, West German Cancer Center, University Hospital Essen, University of Duisburg-Essen, Essen, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Kroschinsky, Frank</creatorName>
                  <affiliation>Medical Department I, Dresden University Hospital, Dresden, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Kotzerke, Jörg</creatorName>
                  <affiliation>Department of Nuclear Medicine, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>von Bonin, Malte</creatorName>
                  <affiliation>Medical Department I, Dresden University Hospital, Dresden, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Bundschuh, Ralph</creatorName>
                  <affiliation>Department of Nuclear Medicine, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Braune, Anja</creatorName>
                  <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-7707-9413</nameIdentifier>
                  <affiliation>Department of Positron Emission Tomography, Helmholtz-Zentrum Dresden-Rossendorf, Institute of Radiopharmaceutical Cancer Research, Dresden, Germany</affiliation>
                </creator>
                <creator>
                  <creatorName>Hofheinz, Frank</creatorName>
                  <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-8016-4643</nameIdentifier>
                  <affiliation>Department of Positron Emission Tomography, Helmholtz-Zentrum Dresden-Rossendorf, Institute of Radiopharmaceutical Cancer Research, Dresden, Germany</affiliation>
                </creator>
              </creators>
              <titles>
                <title>LyROI – nnU-Net-based Lymphoma Total Metabolic Tumor Volume Delineation</title>
              </titles>
              <publisher>Rodare</publisher>
              <publicationYear>2025</publicationYear>
              <subjects>
                <subject>FDG PET</subject>
                <subject>Total Metabolic Tumor Volume</subject>
                <subject>TMTV</subject>
                <subject>Non-Hodgkin Lymphoma</subject>
                <subject>Convolutional Neural Network</subject>
                <subject>Delineation</subject>
              </subjects>
              <dates>
                <date dateType="Issued">2025-11-26</date>
              </dates>
              <resourceType resourceTypeGeneral="Software"/>
              <alternateIdentifiers>
                <alternateIdentifier alternateIdentifierType="url">https://rodare.hzdr.de/record/4177</alternateIdentifier>
              </alternateIdentifiers>
              <relatedIdentifiers>
                <relatedIdentifier relatedIdentifierType="URL" relationType="IsIdenticalTo">https://www.hzdr.de/publications/Publ-42318</relatedIdentifier>
                <relatedIdentifier relatedIdentifierType="URL" relationType="IsReferencedBy">https://www.hzdr.de/publications/Publ-42236</relatedIdentifier>
                <relatedIdentifier relatedIdentifierType="URL" relationType="IsSupplementTo">https://github.com/hzdr-MedImaging/LyROI</relatedIdentifier>
                <relatedIdentifier relatedIdentifierType="DOI" relationType="IsPartOf">10.14278/rodare.4160</relatedIdentifier>
                <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/health</relatedIdentifier>
                <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/pet-center</relatedIdentifier>
                <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/rodare</relatedIdentifier>
                <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/zrt</relatedIdentifier>
              </relatedIdentifiers>
              <version>1.0.1</version>
              <rightsList>
                <rights rightsURI="https://creativecommons.org/licenses/by-sa/4.0/legalcode">Creative Commons Attribution Share Alike 4.0 International</rights>
                <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
              </rightsList>
              <descriptions>
                <description descriptionType="Abstract">&lt;p&gt;Collection of neural network models for metabolic tumor volume delineation in (Non-Hodgkin) lymphoma patients in FDG-PET/CT images. Intended to use within nnU-Net deep learning framework. Trained with a total of 1192 [&lt;sup&gt;18&lt;/sup&gt;F]FDG-PET/CT scans from 716 patients with Non-Hodgkin&amp;nbsp;lymphoma participating in the &lt;a href="https://doi.org/10.1200/jco.2017.76.8093"&gt;PETAL&lt;/a&gt; trial.&lt;/p&gt;

&lt;p&gt;For installation and usage instructions, please visit &lt;a href="http://github.com/hzdr-MedImaging/LyROI"&gt;https://github.com/hzdr-MedImaging/LyROI&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Please cite&amp;nbsp;&lt;a href="https://www.nature.com/articles/s41592-020-01008-z"&gt;nnU-Net&lt;/a&gt;&amp;nbsp;and the &lt;a href="https://link.springer.com/article/10.1007/s00259-026-07810-9"&gt;respective paper&lt;/a&gt; when using LyROI.&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;p&gt;List of available models:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;&lt;code&gt;LyROI_Orig.zip&lt;/code&gt;: regular U-Net&lt;/li&gt;
	&lt;li&gt;&lt;code&gt;LyROI_ResM.zip&lt;/code&gt;: residual encoder U-Net (medium)&lt;/li&gt;
	&lt;li&gt;&lt;code&gt;LyROI_ResL.zip&lt;/code&gt;: residual encoder U-Net (large)&lt;/li&gt;
&lt;/ul&gt;</description>
              </descriptions>
            </resource>
          </payload>
        </oai_datacite>
      </metadata>
    </record>
  </GetRecord>
</OAI-PMH>
