<?xml version="1.0" encoding="utf-8"?>
<TEI xmlns="http://www.tei-c.org/ns/1.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:hal="http://hal.archives-ouvertes.fr/" xmlns:gml="http://www.opengis.net/gml/3.3/" xmlns:gmlce="http://www.opengis.net/gml/3.3/ce" version="1.1" xsi:schemaLocation="http://www.tei-c.org/ns/1.0 http://api.archives-ouvertes.fr/documents/aofr-sword.xsd">
  <teiHeader>
    <fileDesc>
      <titleStmt>
        <title>HAL TEI export of hal-02611226v3</title>
      </titleStmt>
      <publicationStmt>
        <distributor>CCSD</distributor>
        <availability status="restricted">
          <licence target="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 - Universal</licence>
        </availability>
        <date when="2026-05-21T16:33:21+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Sparsity-based audio declipping methods: selected overview, new algorithms, and large-scale evaluation</title>
            <author role="aut">
              <persName>
                <forename type="first">Clément</forename>
                <surname>Gaultier</surname>
              </persName>
              <email type="md5">91c79d375c2a899d19aa833a98faab09</email>
              <email type="domain">gmail.com</email>
              <idno type="idhal" notation="string">clement-gaultier</idno>
              <idno type="idhal" notation="numeric">13514</idno>
              <idno type="halauthorid" notation="string">32645-13514</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-4552-9659</idno>
              <idno type="IDREF">https://www.idref.fr/236286161</idno>
              <affiliation ref="#struct-491299"/>
              <affiliation ref="#struct-204598"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Srđan</forename>
                <surname>Kitić</surname>
              </persName>
              <email type="md5">997e9593d466bc7d0c69e78113e87153</email>
              <email type="domain">gmail.com</email>
              <idno type="idhal" notation="string">srdan-kitic</idno>
              <idno type="idhal" notation="numeric">13211</idno>
              <idno type="halauthorid" notation="string">27918-13211</idno>
              <affiliation ref="#struct-491299"/>
              <affiliation ref="#struct-204598"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Rémi</forename>
                <surname>Gribonval</surname>
              </persName>
              <email type="md5">28c131b4344cc94988a498501f1f493a</email>
              <email type="domain">inria.fr</email>
              <idno type="idhal" notation="string">remi-gribonval</idno>
              <idno type="idhal" notation="numeric">1255</idno>
              <idno type="halauthorid" notation="string">19036-1255</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-9450-8125</idno>
              <idno type="IDREF">https://www.idref.fr/113181590</idno>
              <orgName ref="#struct-300009"/>
              <affiliation ref="#struct-205728"/>
              <affiliation ref="#struct-491299"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Nancy</forename>
                <surname>Bertin</surname>
              </persName>
              <email type="md5">cb52e11db7673bad10112e5bca5e4085</email>
              <email type="domain">irisa.fr</email>
              <idno type="idhal" notation="string">nbertin</idno>
              <idno type="idhal" notation="numeric">4797</idno>
              <idno type="halauthorid" notation="string">11820-4797</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-7690-4378</idno>
              <idno type="IDREF">https://www.idref.fr/13017758X</idno>
              <affiliation ref="#struct-491299"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Clément</forename>
                <surname>Gaultier</surname>
              </persName>
              <email type="md5">91c79d375c2a899d19aa833a98faab09</email>
              <email type="domain">gmail.com</email>
            </editor>
            <funder ref="#projeurop-87088"/>
            <funder>ERC-StG-2011-277906, European Research Council</funder>
          </titleStmt>
          <editionStmt>
            <edition n="v1">
              <date type="whenSubmitted">2020-05-18 18:04:47</date>
            </edition>
            <edition n="v2">
              <date type="whenSubmitted">2020-11-30 11:43:39</date>
            </edition>
            <edition n="v3" type="current">
              <date type="whenSubmitted">2021-01-28 14:21:59</date>
              <date type="whenWritten">2020-05-08</date>
              <date type="whenModified">2026-02-07 05:20:44</date>
              <date type="whenReleased">2021-01-28 14:55:13</date>
              <date type="whenProduced">2021</date>
              <date type="whenEndEmbargoed">2021-01-28</date>
              <ref type="file" target="https://inria.hal.science/hal-02611226v3/document">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://inria.hal.science/hal-02611226v3/file/main.pdf" id="file-3123489-2737607">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FDeclippingRedundancy2CHAMBER.pdf" id="file-3123489-2737609">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FDeclippingRedundancy2JAZZ.pdf" id="file-3123489-2737610">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FDeclippingRedundancy2ORCHESTRA.pdf" id="file-3123489-2737611">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FDeclippingRedundancy2PEAQ.pdf" id="file-3123489-2737612">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FDeclippingRedundancy2POP.pdf" id="file-3123489-2737613">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FDeclippingRedundancy2SPEECH.pdf" id="file-3123489-2737614">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FDeclippingRedundancy2SPEECHPESQ.pdf" id="file-3123489-2737615">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FDeclippingRedundancy2SPEECHSTOI.pdf" id="file-3123489-2737616">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FDeclippingRedundancy2VOCALS.pdf" id="file-3123489-2737617">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FLegendSMALL.pdf" id="file-3123489-2737618">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FMushra.pdf" id="file-3123489-2737619">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FPlainCosparseITER.pdf" id="file-3123489-2737620">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FPlainSparseITER.pdf" id="file-3123489-2737621">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FSMALLMusicSDR.pdf" id="file-3123489-2737622">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FSMALLPeaq.pdf" id="file-3123489-2737623">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FSMALLPesq.pdf" id="file-3123489-2737624">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FSMALLSpeechSDR.pdf" id="file-3123489-2737625">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FSMALLStoi.pdf" id="file-3123489-2737626">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FSocialCosparseITER.pdf" id="file-3123489-2737627">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fexperiments%2FSocialSparseITER.pdf" id="file-3123489-2737628">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fothers%2FSpectrogramTonal.pdf" id="file-3123489-2737633">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fothers%2FSpectrogramTransient.pdf" id="file-3123489-2737634">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fquantifying%2FmusicClipVsPEAQ.pdf" id="file-3123489-2737648">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fquantifying%2FmusicClipVsSDR.pdf" id="file-3123489-2737649">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fquantifying%2FmusicSDRVsPEAQ.pdf" id="file-3123489-2737650">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fquantifying%2FspeechClipVsPESQ.pdf" id="file-3123489-2737651">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fquantifying%2FspeechClipVsSDR.pdf" id="file-3123489-2737652">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fquantifying%2FspeechSDRVsPESQ.pdf" id="file-3123489-2737653">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="annex" n="0" target="https://inria.hal.science/hal-02611226v3/file/figures%2Fresponse%2FRanking.pdf" id="file-3123489-2737654">
                <date notBefore="2021-01-28"/>
              </ref>
              <ref type="externalLink" target="http://arxiv.org/pdf/2005.10228"/>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="520128">
                <persName>
                  <forename>Clément</forename>
                  <surname>Gaultier</surname>
                </persName>
                <email type="md5">91c79d375c2a899d19aa833a98faab09</email>
                <email type="domain">gmail.com</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-02611226</idno>
            <idno type="halUri">https://inria.hal.science/hal-02611226</idno>
            <idno type="halBibtex">gaultier:hal-02611226</idno>
            <idno type="halRefHtml">&lt;i&gt;IEEE/ACM Transactions on Audio, Speech and Language Processing&lt;/i&gt;, 2021, 29, pp.1174-1187. &lt;a target="_blank" href="https://dx.doi.org/10.1109/TASLP.2021.3059264"&gt;&amp;#x27E8;10.1109/TASLP.2021.3059264&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">IEEE/ACM Transactions on Audio, Speech and Language Processing, 2021, 29, pp.1174-1187. &amp;#x27E8;10.1109/TASLP.2021.3059264&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-3123489-2737607"/><ref corresp="#file-3123489-2737609"/><ref corresp="#file-3123489-2737610"/><ref corresp="#file-3123489-2737611"/><ref corresp="#file-3123489-2737612"/><ref corresp="#file-3123489-2737613"/><ref corresp="#file-3123489-2737614"/><ref corresp="#file-3123489-2737615"/><ref corresp="#file-3123489-2737616"/><ref corresp="#file-3123489-2737617"/><ref corresp="#file-3123489-2737618"/><ref corresp="#file-3123489-2737619"/><ref corresp="#file-3123489-2737620"/><ref corresp="#file-3123489-2737621"/><ref corresp="#file-3123489-2737622"/><ref corresp="#file-3123489-2737623"/><ref corresp="#file-3123489-2737624"/><ref corresp="#file-3123489-2737625"/><ref corresp="#file-3123489-2737626"/><ref corresp="#file-3123489-2737627"/><ref corresp="#file-3123489-2737628"/><ref corresp="#file-3123489-2737633"/><ref corresp="#file-3123489-2737634"/><ref corresp="#file-3123489-2737648"/><ref corresp="#file-3123489-2737649"/><ref corresp="#file-3123489-2737650"/><ref corresp="#file-3123489-2737651"/><ref corresp="#file-3123489-2737652"/><ref corresp="#file-3123489-2737653"/><ref corresp="#file-3123489-2737654"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="ENS-LYON">École Normale Supérieure de Lyon</idno>
            <idno type="stamp" n="UNIV-LYON3">Université Jean Moulin - Lyon III</idno>
            <idno type="stamp" n="UNIV-RENNES1">Université de Rennes 1</idno>
            <idno type="stamp" n="UGA">HAL Grenoble Alpes</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="INRIA">INRIA - Institut National de Recherche en Informatique et en Automatique</idno>
            <idno type="stamp" n="UNIV-LYON1">Université Claude Bernard - Lyon I</idno>
            <idno type="stamp" n="UNIV-LYON2">Université Lumière Lyon 2</idno>
            <idno type="stamp" n="UNIV-UBS">Université de Bretagne Sud</idno>
            <idno type="stamp" n="INSA-LYON">Institut National des Sciences Appliquées de Lyon</idno>
            <idno type="stamp" n="INSA-RENNES">Institut National des Sciences Appliquées de Rennes</idno>
            <idno type="stamp" n="INRIA-RHA">INRIA Grenoble - Rhône-Alpes</idno>
            <idno type="stamp" n="INRIA-RENNES">INRIA Rennes - Bretagne Atlantique</idno>
            <idno type="stamp" n="IRISA">Irisa</idno>
            <idno type="stamp" n="LIP" corresp="UNIV-LYON1">Laboratoire de l'Informatique du Parallélisme</idno>
            <idno type="stamp" n="IRISA_SET">IRISA_SET</idno>
            <idno type="stamp" n="OPENAIRE">OpenAIRE</idno>
            <idno type="stamp" n="INRIA_TEST">INRIA - Institut National de Recherche en Informatique et en Automatique</idno>
            <idno type="stamp" n="TESTALAIN1">TESTALAIN1</idno>
            <idno type="stamp" n="CENTRALESUPELEC">Ecole CentraleSupélec</idno>
            <idno type="stamp" n="INRIA2">INRIA 2</idno>
            <idno type="stamp" n="UR1-HAL">Publications labos UR1 dans HAL-Rennes 1</idno>
            <idno type="stamp" n="UR1-MATH-STIC">UR1 - publications Maths-STIC</idno>
            <idno type="stamp" n="UR1-UFR-ISTIC">UFR ISTIC Informatique et électronique</idno>
            <idno type="stamp" n="TEST-UR-CSS">TEST Université de Rennes CSS</idno>
            <idno type="stamp" n="UNIV-RENNES">Université de Rennes</idno>
            <idno type="stamp" n="INRIA-RENGRE">INRIA-RENGRE</idno>
            <idno type="stamp" n="INRIA-300009">Inria 300009</idno>
            <idno type="stamp" n="LYON2">Université Lyon2</idno>
            <idno type="stamp" n="INSA-GROUPE">Groupe INSA</idno>
            <idno type="stamp" n="UDL">UDL</idno>
            <idno type="stamp" n="UNIV-LYON">Université de Lyon</idno>
            <idno type="stamp" n="UGA-EPE">Université Grenoble Alpes [2020-*]</idno>
            <idno type="stamp" n="UR1-MATH-NUM">Pôle UnivRennes - Mathématiques - Numérique </idno>
            <idno type="stamp" n="INRIAARTDOI">INRIAARTDOI</idno>
            <idno type="stamp" n="HAL-LYON-2-NOUVELLE-VERSION">Nouvelle version portail </idno>
            <idno type="stamp" n="TEST-UGA">TEST-UGA</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="2">International</note>
            <note type="popular" n="0">No</note>
            <note type="peer" n="1">Yes</note>
          </notesStmt>
          <sourceDesc>
            <biblStruct>
              <analytic>
                <title xml:lang="en">Sparsity-based audio declipping methods: selected overview, new algorithms, and large-scale evaluation</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Clément</forename>
                    <surname>Gaultier</surname>
                  </persName>
                  <email type="md5">91c79d375c2a899d19aa833a98faab09</email>
                  <email type="domain">gmail.com</email>
                  <idno type="idhal" notation="string">clement-gaultier</idno>
                  <idno type="idhal" notation="numeric">13514</idno>
                  <idno type="halauthorid" notation="string">32645-13514</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-4552-9659</idno>
                  <idno type="IDREF">https://www.idref.fr/236286161</idno>
                  <affiliation ref="#struct-491299"/>
                  <affiliation ref="#struct-204598"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Srđan</forename>
                    <surname>Kitić</surname>
                  </persName>
                  <email type="md5">997e9593d466bc7d0c69e78113e87153</email>
                  <email type="domain">gmail.com</email>
                  <idno type="idhal" notation="string">srdan-kitic</idno>
                  <idno type="idhal" notation="numeric">13211</idno>
                  <idno type="halauthorid" notation="string">27918-13211</idno>
                  <affiliation ref="#struct-491299"/>
                  <affiliation ref="#struct-204598"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Rémi</forename>
                    <surname>Gribonval</surname>
                  </persName>
                  <email type="md5">28c131b4344cc94988a498501f1f493a</email>
                  <email type="domain">inria.fr</email>
                  <idno type="idhal" notation="string">remi-gribonval</idno>
                  <idno type="idhal" notation="numeric">1255</idno>
                  <idno type="halauthorid" notation="string">19036-1255</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-9450-8125</idno>
                  <idno type="IDREF">https://www.idref.fr/113181590</idno>
                  <orgName ref="#struct-300009"/>
                  <affiliation ref="#struct-205728"/>
                  <affiliation ref="#struct-491299"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Nancy</forename>
                    <surname>Bertin</surname>
                  </persName>
                  <email type="md5">cb52e11db7673bad10112e5bca5e4085</email>
                  <email type="domain">irisa.fr</email>
                  <idno type="idhal" notation="string">nbertin</idno>
                  <idno type="idhal" notation="numeric">4797</idno>
                  <idno type="halauthorid" notation="string">11820-4797</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-7690-4378</idno>
                  <idno type="IDREF">https://www.idref.fr/13017758X</idno>
                  <affiliation ref="#struct-491299"/>
                </author>
              </analytic>
              <monogr>
                <idno type="halJournalId" status="VALID">95999</idno>
                <idno type="issn">2329-9290</idno>
                <idno type="eissn">2329-9304</idno>
                <title level="j">IEEE/ACM Transactions on Audio, Speech and Language Processing</title>
                <imprint>
                  <publisher>Institute of Electrical and Electronics Engineers</publisher>
                  <biblScope unit="volume">29</biblScope>
                  <biblScope unit="pp">1174-1187</biblScope>
                  <date type="datePub">2021</date>
                  <date type="dateEpub">2021-02-15</date>
                </imprint>
              </monogr>
              <idno type="arxiv">2005.10228</idno>
              <idno type="doi">10.1109/TASLP.2021.3059264</idno>
              <ref target="https://hal.inria.fr/hal-01649261" type="seeAlso"/>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">structured sparsity</term>
                <term xml:lang="en">time-frequency</term>
                <term xml:lang="en">audio declipping</term>
                <term xml:lang="en">sparsity</term>
                <term xml:lang="en">listening test</term>
              </keywords>
              <classCode scheme="halDomain" n="info.info-sd">Computer Science [cs]/Sound [cs.SD]</classCode>
              <classCode scheme="halDomain" n="info.info-ts">Computer Science [cs]/Signal and Image Processing</classCode>
              <classCode scheme="halTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halOldTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halTreeTypology" n="ART">Journal articles</classCode>
            </textClass>
            <abstract xml:lang="en">
              <p>Recent advances in audio declipping have substan- tially improved the state of the art. Yet, practitioners need guidelines to choose a method, and while existing benchmarks have been instrumental in advancing the field, larger-scale exper- iments are needed to guide such choices. First, we show that the clipping levels in existing small-scale benchmarks are moderate and call for benchmarks with more perceptually significant clipping levels. We then propose a general algorithmic framework for declipping that covers existing and new combinations of variants of state-of-the-art techniques exploiting time-frequency sparsity: synthesis vs. analysis sparsity, with plain or structured sparsity. Finally, we systematically compare these combinations and a selection of state-of-the-art methods. Using a large-scale numerical benchmark and a smaller scale formal listening test, we provide guidelines for various clipping levels, both for speech and various musical genres. The code is made publicly available for the purpose of reproducible research and benchmarking.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="researchteam" xml:id="struct-491299" status="OLD">
          <idno type="RNSR">201321091Y</idno>
          <orgName>Parcimonie et Nouveaux Algorithmes pour le Signal et la Modélisation Audio</orgName>
          <orgName type="acronym">PANAMA</orgName>
          <date type="start">2017-01-01</date>
          <date type="end">2020-12-31</date>
          <desc>
            <address>
              <addrLine>Campus de Beaulieu 35042 Rennes cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.inria.fr/equipes/panama</ref>
          </desc>
          <listRelation>
            <relation active="#struct-419153" type="direct"/>
            <relation active="#struct-300009" type="indirect"/>
            <relation active="#struct-491232" type="direct"/>
            <relation active="#struct-490899" type="indirect"/>
            <relation active="#struct-105160" type="indirect"/>
            <relation active="#struct-117606" type="indirect"/>
            <relation active="#struct-301232" type="indirect"/>
            <relation active="#struct-172265" type="indirect"/>
            <relation active="#struct-247362" type="indirect"/>
            <relation active="#struct-411575" type="indirect"/>
            <relation name="UMR6074" active="#struct-441569" type="indirect"/>
            <relation active="#struct-481355" type="indirect"/>
            <relation active="#struct-302102" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-204598" status="VALID">
          <orgName>Orange Labs [Cesson-Sévigné]</orgName>
          <desc>
            <address>
              <addrLine>4 Rue du Clos Courtel, 35510 Cesson-Sévigné</addrLine>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-365900" type="direct"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-205728" status="OLD">
          <idno type="RNSR">201221055N</idno>
          <orgName>Dynamic Networks : Temporal and Structural Capture Approach</orgName>
          <orgName type="acronym">DANTE</orgName>
          <date type="start">2020-01-01</date>
          <date type="end">2021-12-31</date>
          <desc>
            <address>
              <addrLine>46 Allée d'Italie 69364 Lyon France</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/equipes/dante</ref>
          </desc>
          <listRelation>
            <relation active="#struct-2497" type="direct"/>
            <relation active="#struct-300009" type="indirect"/>
            <relation active="#struct-35418" type="direct"/>
            <relation active="#struct-6818" type="indirect"/>
            <relation active="#struct-301088" type="indirect"/>
            <relation active="#struct-194495" type="indirect"/>
            <relation name="UMR5668 / URA1398" active="#struct-441569" type="indirect"/>
            <relation active="#struct-145352" type="direct"/>
            <relation active="#struct-33804" type="indirect"/>
            <relation active="#struct-118744" type="indirect"/>
            <relation active="#struct-219748" type="indirect"/>
            <relation active="#struct-301232" type="indirect"/>
            <relation active="#struct-441569" type="indirect"/>
            <relation active="#struct-1042703" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-419153" status="VALID">
          <idno type="RNSR">198018249C</idno>
          <idno type="ROR">https://ror.org/04040yw90</idno>
          <orgName>Centre Inria de l'Université de Rennes</orgName>
          <desc>
            <address>
              <addrLine>Campus de beaulieu35042 Rennes cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/centre/rennes</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300009" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-300009" status="VALID">
          <idno type="ROR">https://ror.org/02kvxyf05</idno>
          <orgName>Institut National de Recherche en Informatique et en Automatique</orgName>
          <orgName type="acronym">Inria</orgName>
          <desc>
            <address>
              <addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/en/</ref>
          </desc>
        </org>
        <org type="department" xml:id="struct-491232" status="OLD">
          <orgName>SIGNAUX ET IMAGES NUMÉRIQUES, ROBOTIQUE</orgName>
          <orgName type="acronym">IRISA-D5</orgName>
          <date type="end">2021-12-31</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.irisa.fr/fr/departements/d5-signaux-images-numeriques-robotique</ref>
          </desc>
          <listRelation>
            <relation active="#struct-490899" type="direct"/>
            <relation active="#struct-105160" type="indirect"/>
            <relation active="#struct-117606" type="indirect"/>
            <relation active="#struct-301232" type="indirect"/>
            <relation active="#struct-172265" type="indirect"/>
            <relation active="#struct-247362" type="indirect"/>
            <relation active="#struct-300009" type="indirect"/>
            <relation active="#struct-411575" type="indirect"/>
            <relation name="UMR6074" active="#struct-441569" type="indirect"/>
            <relation active="#struct-481355" type="indirect"/>
            <relation active="#struct-302102" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-490899" status="VALID">
          <idno type="IdRef">026386909</idno>
          <idno type="ISNI">0000 0001 2298 7270</idno>
          <idno type="RNSR">200012163A</idno>
          <idno type="ROR">https://ror.org/00myn0z94</idno>
          <orgName>Institut de Recherche en Informatique et Systèmes Aléatoires</orgName>
          <orgName type="acronym">IRISA</orgName>
          <date type="start">2017-01-01</date>
          <desc>
            <address>
              <addrLine>Avenue du général LeclercCampus de Beaulieu 35042 RENNES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.irisa.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-105160" type="direct"/>
            <relation active="#struct-117606" type="direct"/>
            <relation active="#struct-301232" type="indirect"/>
            <relation active="#struct-172265" type="direct"/>
            <relation active="#struct-247362" type="direct"/>
            <relation active="#struct-300009" type="direct"/>
            <relation active="#struct-411575" type="direct"/>
            <relation name="UMR6074" active="#struct-441569" type="direct"/>
            <relation active="#struct-481355" type="direct"/>
            <relation active="#struct-302102" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-105160" status="VALID">
          <idno type="IdRef">26693823X</idno>
          <idno type="ROR">https://ror.org/015m7wh34</idno>
          <orgName>Université de Rennes</orgName>
          <orgName type="acronym">UR</orgName>
          <desc>
            <address>
              <addrLine>Campus de Beaulieu, 263 avenue Général Leclerc, CS 74205, 35042 RENNES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-rennes.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-117606" status="VALID">
          <idno type="ROR">https://ror.org/04xaa4j22</idno>
          <orgName>Institut National des Sciences Appliquées - Rennes</orgName>
          <orgName type="acronym">INSA Rennes</orgName>
          <desc>
            <address>
              <addrLine>20, avenue des Buttes de Coësmes - CS 70839 - 35708 Rennes cedex 7</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.insa-rennes.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301232" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-301232" status="VALID">
          <idno type="IdRef">162105150</idno>
          <orgName>Institut National des Sciences Appliquées</orgName>
          <orgName type="acronym">INSA</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-172265" status="VALID">
          <idno type="IdRef">05017746X</idno>
          <idno type="ISNI">0000000121680285</idno>
          <idno type="ROR">https://ror.org/04ed7fw48</idno>
          <orgName>Université de Bretagne Sud</orgName>
          <orgName type="acronym">UBS</orgName>
          <date type="start">1995-02-07</date>
          <desc>
            <address>
              <addrLine>BP 92116 - 56321 Lorient cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-ubs.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-247362" status="VALID">
          <idno type="ROR">https://ror.org/03rxtdc22</idno>
          <orgName>École normale supérieure - Rennes</orgName>
          <orgName type="acronym">ENS Rennes</orgName>
          <desc>
            <address>
              <addrLine>Campus de Ker Lann - avenue Robert Schuman - 35170 Bruz</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ens-rennes.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-411575" status="VALID">
          <idno type="IdRef">184443237</idno>
          <idno type="ROR">https://ror.org/019tcpt25</idno>
          <orgName>CentraleSupélec</orgName>
          <desc>
            <address>
              <addrLine>3, rue Joliot Curie,Plateau de Moulon,91192 GIF-SUR-YVETTE Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.centralesupelec.fr</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-441569" status="VALID">
          <idno type="IdRef">02636817X</idno>
          <idno type="ISNI">0000000122597504</idno>
          <idno type="ROR">https://ror.org/02feahw73</idno>
          <orgName>Centre National de la Recherche Scientifique</orgName>
          <orgName type="acronym">CNRS</orgName>
          <date type="start">1939-10-19</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.cnrs.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-481355" status="VALID">
          <idno type="IdRef">202743233</idno>
          <idno type="ROR">https://ror.org/030hj3061</idno>
          <orgName>IMT Atlantique</orgName>
          <orgName type="acronym">IMT Atlantique</orgName>
          <date type="start">2017-01-01</date>
          <desc>
            <address>
              <addrLine>Campus Brest : Technopôle Brest-Iroise CS 8381829238 BREST Cedex 3 -Campus Nantes : 4, rue Alfred Kastler- La chantrerie 44300 NANTES -Campus Rennes :  2 Rue de la Châtaigneraie, 35510 CESSON SEVIGNE</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.imt-atlantique.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-302102" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-302102" status="VALID">
          <idno type="IdRef">192427156</idno>
          <idno type="ISNI">000000012202567X</idno>
          <idno type="ROR">https://ror.org/025vp2923</idno>
          <idno type="Wikidata">Q27962533</idno>
          <orgName>Institut Mines-Télécom [Paris]</orgName>
          <orgName type="acronym">IMT</orgName>
          <date type="start">2012-03-01</date>
          <desc>
            <address>
              <addrLine>19 Place Marguerite Perey, 91120 Palaiseau</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.imt.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-365900" status="VALID">
          <orgName>Orange Labs</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-2497" status="VALID">
          <idno type="RNSR">199218244V</idno>
          <idno type="ROR">https://ror.org/00n8d6z93</idno>
          <orgName>Centre Inria de l'Université Grenoble Alpes</orgName>
          <desc>
            <address>
              <addrLine>Inovallée655 avenue de l'Europe38330 Montbonnot</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/centre/grenoble</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300009" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-35418" status="VALID">
          <idno type="IdRef">191041289</idno>
          <idno type="ISNI">0000000104538607</idno>
          <idno type="RNSR">200317503S</idno>
          <idno type="ROR">04msnz457</idno>
          <orgName>Laboratoire de l'Informatique du Parallélisme</orgName>
          <orgName type="acronym">LIP</orgName>
          <date type="start">1990-01-01</date>
          <desc>
            <address>
              <addrLine>46 Allée d'Italie 69364 LYON CEDEX 07</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ens-lyon.fr/LIP/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-6818" type="direct"/>
            <relation active="#struct-301088" type="direct"/>
            <relation active="#struct-194495" type="direct"/>
            <relation active="#struct-300009" type="direct"/>
            <relation name="UMR5668 / URA1398" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-6818" status="VALID">
          <idno type="IdRef">149154992</idno>
          <idno type="ISNI">0000000123319856</idno>
          <idno type="ROR">https://ror.org/04zmssz18</idno>
          <idno type="Wikidata">Q10159</idno>
          <orgName>École normale supérieure de Lyon</orgName>
          <orgName type="acronym">ENS de Lyon</orgName>
          <date type="start">2010-01-01</date>
          <desc>
            <address>
              <addrLine>15 parvis René Descartes - BP 7000 - 69342 Lyon Cedex 07</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ens-lyon.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301088" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-301088" status="VALID">
          <idno type="ROR">https://ror.org/01rk35k63</idno>
          <orgName>Université de Lyon</orgName>
          <desc>
            <address>
              <addrLine>92 rue Pasteur - CS 30122, 69361 Lyon Cedex 07</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.universite-lyon.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-194495" status="VALID">
          <idno type="IdRef">026402823</idno>
          <idno type="ISNI">0000000121686185</idno>
          <idno type="ROR">https://ror.org/029brtt94</idno>
          <orgName>Université Claude Bernard Lyon 1</orgName>
          <orgName type="acronym">UCBL</orgName>
          <desc>
            <address>
              <addrLine>43, boulevard du 11 novembre 1918, 69622 Villeurbanne cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-lyon1.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301088" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-145352" status="VALID">
          <idno type="IdRef">236299182</idno>
          <orgName>Institut Rhône-Alpin des systèmes complexes</orgName>
          <orgName type="acronym">IXXI</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>46, allée d'Italie 69007 LYON</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ixxi.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-6818" type="direct"/>
            <relation active="#struct-301088" type="indirect"/>
            <relation active="#struct-33804" type="direct"/>
            <relation active="#struct-118744" type="direct"/>
            <relation active="#struct-194495" type="direct"/>
            <relation active="#struct-219748" type="direct"/>
            <relation active="#struct-301232" type="indirect"/>
            <relation active="#struct-300009" type="direct"/>
            <relation active="#struct-441569" type="direct"/>
            <relation active="#struct-1042703" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-33804" status="VALID">
          <idno type="IdRef">02640334X</idno>
          <idno type="ISNI">0000 0001 2188 0906</idno>
          <idno type="ROR">https://ror.org/03rth4p18</idno>
          <idno type="Wikidata">Q4041</idno>
          <orgName>Université Lumière - Lyon 2</orgName>
          <orgName type="acronym">UL2</orgName>
          <desc>
            <address>
              <addrLine>86, rue Pasteur - 69007 Lyon</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-lyon2.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-118744" status="VALID">
          <idno type="IdRef">026404494</idno>
          <idno type="ISNI">0000000121920883</idno>
          <idno type="ROR">https://ror.org/05b5c0584</idno>
          <orgName>Université Jean Moulin - Lyon 3</orgName>
          <orgName type="acronym">UJML</orgName>
          <date type="start">1973-07-26</date>
          <desc>
            <address>
              <addrLine>6 cours Albert Thomas - 69008 Lyon</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-lyon3.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301088" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-219748" status="VALID">
          <idno type="IdRef">052444724</idno>
          <idno type="ISNI">0000 0001 2292 0228</idno>
          <orgName>Institut National des Sciences Appliquées de Lyon</orgName>
          <orgName type="acronym">INSA Lyon</orgName>
          <date type="start">1957-03-18</date>
          <desc>
            <address>
              <addrLine>20 Avenue Albert Einstein, 69621 Villeurbanne cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.insa-lyon.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301088" type="direct"/>
            <relation active="#struct-301232" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-1042703" status="VALID">
          <idno type="IdRef">240648315</idno>
          <idno type="ROR">https://ror.org/02rx3b187</idno>
          <orgName>Université Grenoble Alpes</orgName>
          <orgName type="acronym">UGA</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>Adresse CS 40700 - 38058 Grenoble cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-grenoble-alpes.fr</ref>
          </desc>
        </org>
      </listOrg>
      <listOrg type="projects">
        <org type="europeanProject" xml:id="projeurop-87088" status="VALID">
          <idno type="number">277906</idno>
          <idno type="program">ERC-2011-StG_20101014</idno>
          <idno type="call">ERC-2011-StG_20101014</idno>
          <orgName>PLEASE</orgName>
          <desc>"PLEASE: Projections, Learning, and Sparsity for Efficient data-processing"</desc>
          <date type="start">2012-01-01</date>
          <date type="end">2016-12-31</date>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>