Software Open Access
Lizzi Francesca; Postuma Ian; Cabini Raffaella; Brero Francesca; Fantacci M. Evelina; Lascialfari Alessandro; Oliva Piernicola; Retico Alessandra
<?xml version='1.0' encoding='UTF-8'?> <record xmlns="http://www.loc.gov/MARC21/slim"> <leader>00000nmm##2200000uu#4500</leader> <datafield tag="650" ind1="1" ind2="7"> <subfield code="a">cc-by</subfield> <subfield code="2">opendefinition.org</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">Computed Tomography (CT)</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">AI</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">Segmentation</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">COVID-19</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">Lung</subfield> </datafield> <datafield tag="520" ind1=" " ind2=" "> <subfield code="a"><p>LungQuant is a software for the quantification of lesions in CT scans of COVID-19 patients.</p> <p>Its functioning is based on a cascade of three Convolutional Neural Networks (CNN):</p> <p>1) the first one is used to produce a bounding box enclosing the lungs;</p> <p>2) the second CNN is used to segment the lungs;</p> <p>3) the third CNN is devoted to lesion segmentation.</p> <p>The system takes in input&nbsp; Computed Tomography (CT) scans in nifti format.</p> <p>The system returns in output: the lungs and lesion masks and other information that can be useful to describe the infection.</p></subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">software</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-infn</subfield> </datafield> <datafield tag="260" ind1=" " ind2=" "> <subfield code="c">2023-02-16</subfield> </datafield> <controlfield tag="005">20230217075340.0</controlfield> <datafield tag="041" ind1=" " ind2=" "> <subfield code="a">eng</subfield> </datafield> <controlfield tag="001">76937</controlfield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Postuma Ian</subfield> <subfield code="u">Istituto Nazionale di Fisica Nucleare</subfield> <subfield code="0">(orcid)0000-0001-9678-9277</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Cabini Raffaella</subfield> <subfield code="u">Università di Pavia</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Brero Francesca</subfield> <subfield code="u">Istituto Nazionale di Fisica Nucleare</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Fantacci M. Evelina</subfield> <subfield code="u">Università di Pisa</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Lascialfari Alessandro</subfield> <subfield code="u">Università di Pavia</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Oliva Piernicola</subfield> <subfield code="u">Università di Sassasi</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Retico Alessandra</subfield> <subfield code="u">Istituto Nazionale di Fisica Nucleare</subfield> </datafield> <datafield tag="542" ind1=" " ind2=" "> <subfield code="l">open</subfield> </datafield> <datafield tag="100" ind1=" " ind2=" "> <subfield code="a">Lizzi Francesca</subfield> <subfield code="u">Istituto Nazionale di Fisica Nucleare</subfield> <subfield code="0">(orcid)0000-0003-0900-0421</subfield> </datafield> <datafield tag="245" ind1=" " ind2=" "> <subfield code="a">LungQuant</subfield> </datafield> <datafield tag="856" ind1="4" ind2=" "> <subfield code="s">140934916</subfield> <subfield code="u">https://www.openaccessrepository.it/record/76937/files/LungQuant2.5.zip</subfield> <subfield code="z">md5:75cf46219926c756c2f2096f96c54706</subfield> </datafield> <datafield tag="540" ind1=" " ind2=" "> <subfield code="u">https://opensource.org/licenses/EUPL-1.1</subfield> <subfield code="a">European Union Public License 1.1</subfield> </datafield> <datafield tag="024" ind1=" " ind2=" "> <subfield code="a">10.15161/oar.it/76937</subfield> <subfield code="2">doi</subfield> </datafield> <datafield tag="773" ind1=" " ind2=" "> <subfield code="a">10.1007/s11548-021-02501-2</subfield> <subfield code="i">isNewVersionOf</subfield> <subfield code="n">doi</subfield> </datafield> <datafield tag="773" ind1=" " ind2=" "> <subfield code="a">10.15161/oar.it/76936</subfield> <subfield code="i">isVersionOf</subfield> <subfield code="n">doi</subfield> </datafield> </record>
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