{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,6,21]],"date-time":"2024-06-21T09:26:25Z","timestamp":1718961985992},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643684369","type":"print"},{"value":"9781643684376","type":"electronic"}],"license":[{"start":{"date-parts":[[2023,9,28]],"date-time":"2023-09-28T00:00:00Z","timestamp":1695859200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,9,28]]},"abstract":"Lung cancer is a leading cause of cancer-related deaths, and early diagnosis is crucial for its effective treatment. That is why computer-aided tools have been developed to support particular steps of CT scan analysis, including lung segmentation, suspicious region detection, and patient-level diagnosis. However, none of the previous approaches addressed this process comprehensively. To fill this gap, we introduce CompLung, a comprehensive tool for lung cancer diagnosis that performs all of the above-listed steps in an end-to-end manner. We have trained the CompLung architecture using the publicly available LIDC-IDRI dataset extended with lung segmentation masks obtained from our internal radiologists, which we make publicly available to boost the research on this emerging topic. Finally, we conduct extensive experiments and demonstrate the superior performance and interpretability of CompLung compared to existing methods for lung cancer diagnosis.<\/jats:p>","DOI":"10.3233\/faia230471","type":"book-chapter","created":{"date-parts":[[2023,9,29]],"date-time":"2023-09-29T09:17:48Z","timestamp":1695979068000},"source":"Crossref","is-referenced-by-count":1,"title":["CompLung: Comprehensive Computer-Aided Diagnosis of Lung Cancer"],"prefix":"10.3233","author":[{"ORCID":"http:\/\/orcid.org\/0000-0002-3406-6732","authenticated-orcid":false,"given":"Adam","family":"Pardyl","sequence":"first","affiliation":[{"name":"Jagiellonian University, Faculty of Mathematics and Computer Science"},{"name":"Jagiellonian University, Doctoral School of Exact and Natural Sciences"}]},{"ORCID":"http:\/\/orcid.org\/0000-0002-8543-5200","authenticated-orcid":false,"given":"Dawid","family":"Rymarczyk","sequence":"additional","affiliation":[{"name":"Jagiellonian University, Faculty of Mathematics and Computer Science"},{"name":"Jagiellonian University, Doctoral School of Exact and Natural Sciences"}]},{"ORCID":"http:\/\/orcid.org\/0000-0003-0146-8652","authenticated-orcid":false,"given":"Joanna","family":"Jaworek-Korjakowska","sequence":"additional","affiliation":[{"name":"AGH University of Science and Technology, Faculty of Electrical Engineering, Automatics, Computer Science, and Biomedical Engineering"}]},{"ORCID":"http:\/\/orcid.org\/0000-0002-0107-2407","authenticated-orcid":false,"given":"Dariusz","family":"Kucharski","sequence":"additional","affiliation":[{"name":"AGH University of Science and Technology, Faculty of Electrical Engineering, Automatics, Computer Science, and Biomedical Engineering"}]},{"ORCID":"http:\/\/orcid.org\/0000-0001-7713-526X","authenticated-orcid":false,"given":"Andrzej","family":"Brodzicki","sequence":"additional","affiliation":[{"name":"AGH University of Science and Technology, Faculty of Electrical Engineering, Automatics, Computer Science, and Biomedical Engineering"}]},{"ORCID":"http:\/\/orcid.org\/0000-0003-2516-1823","authenticated-orcid":false,"given":"Julia","family":"Lasek","sequence":"additional","affiliation":[{"name":"AGH University of Science and Technology, Faculty of Geology, Geophysics, and Environmental Protection"}]},{"ORCID":"http:\/\/orcid.org\/0000-0003-4987-5361","authenticated-orcid":false,"given":"Zofia","family":"Schneider","sequence":"additional","affiliation":[{"name":"AGH University of Science and Technology, Faculty of Geology, Geophysics, and Environmental Protection"}]},{"ORCID":"http:\/\/orcid.org\/0000-0002-5823-4390","authenticated-orcid":false,"given":"Iwona","family":"Kucyba\u0142a","sequence":"additional","affiliation":[{"name":"Jagiellonian University Medical College, Department of Diagnostic Imaging"}]},{"ORCID":"http:\/\/orcid.org\/0000-0001-9541-6727","authenticated-orcid":false,"given":"Andrzej","family":"Urbanik","sequence":"additional","affiliation":[{"name":"Jagiellonian University Medical College, Department of Diagnostic Imaging"}]},{"ORCID":"http:\/\/orcid.org\/0000-0001-5883-5551","authenticated-orcid":false,"given":"Rafa\u0142","family":"Obuchowicz","sequence":"additional","affiliation":[{"name":"Jagiellonian University Medical College, Department of Diagnostic Imaging"}]},{"ORCID":"http:\/\/orcid.org\/0000-0002-9688-9718","authenticated-orcid":false,"given":"Zbis\u0142aw","family":"Tabor","sequence":"additional","affiliation":[{"name":"AGH University of Science and Technology, Faculty of Electrical Engineering, Automatics, Computer Science, and Biomedical Engineering"}]},{"ORCID":"http:\/\/orcid.org\/0000-0002-3063-3621","authenticated-orcid":false,"given":"Bartosz","family":"Zieli\u0144ski","sequence":"additional","affiliation":[{"name":"Jagiellonian University, Faculty of Mathematics and Computer Science"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","ECAI 2023"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA230471","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,29]],"date-time":"2023-09-29T09:17:51Z","timestamp":1695979071000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA230471"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,9,28]]},"ISBN":["9781643684369","9781643684376"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia230471","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"value":"0922-6389","type":"print"},{"value":"1879-8314","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,9,28]]}}}