February 16, 2023 Software Open Access

Lizzi Francesca; Postuma Ian; Cabini Raffaella; Brero Francesca; Fantacci M. Evelina; Lascialfari Alessandro; Oliva Piernicola; Retico Alessandra

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<oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:creator>Lizzi Francesca</dc:creator>
  <dc:creator>Postuma Ian</dc:creator>
  <dc:creator>Cabini Raffaella</dc:creator>
  <dc:creator>Brero Francesca</dc:creator>
  <dc:creator>Fantacci M. Evelina</dc:creator>
  <dc:creator>Lascialfari Alessandro</dc:creator>
  <dc:creator>Oliva Piernicola</dc:creator>
  <dc:creator>Retico Alessandra</dc:creator>
  <dc:date>2023-02-16</dc:date>
  <dc:description>LungQuant is a software for the quantification of lesions in CT scans of COVID-19 patients.

Its functioning is based on a cascade of three Convolutional Neural Networks (CNN):

1) the first one is used to produce a bounding box enclosing the lungs;

2) the second CNN is used to segment the lungs;

3) the third CNN is devoted to lesion segmentation.

The system takes in input  Computed Tomography (CT) scans in nifti format.

The system returns in output: the lungs and lesion masks and other information that can be useful to describe the infection.</dc:description>
  <dc:identifier>https://www.openaccessrepository.it/record/76937</dc:identifier>
  <dc:identifier>10.15161/oar.it/76937</dc:identifier>
  <dc:language>eng</dc:language>
  <dc:relation>doi:10.1007/s11548-021-02501-2</dc:relation>
  <dc:relation>doi:10.15161/oar.it/76936</dc:relation>
  <dc:relation>url:https://www.openaccessrepository.it/communities/infn</dc:relation>
  <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
  <dc:rights>https://opensource.org/licenses/EUPL-1.1</dc:rights>
  <dc:subject>Computed Tomography (CT)</dc:subject>
  <dc:subject>AI</dc:subject>
  <dc:subject>Segmentation</dc:subject>
  <dc:subject>COVID-19</dc:subject>
  <dc:subject>Lung</dc:subject>
  <dc:title>LungQuant</dc:title>
  <dc:type>info:eu-repo/semantics/other</dc:type>
  <dc:type>software</dc:type>
</oai_dc:dc>