Pathological changes or technical artefacts? The problem of the heterogenous databases in COVID-19 CXR image analysis
Socha M, Prażuch W, Suwalska A, Foszner P, Tobiasz J, Jaroszewicz J, Gruszczynska K, Sliwinska M, Nowak M, Gizycka B, Zapolska G, Popiela T, Przybylski G, Fiedor P, Pawlowska M, Flisiak R, Simon K, Walecki J, Cieszanowski A, Szurowska E, Marczyk M, Polanska J, Polanska J, Marczyk M, Prazuch W, Suwalska A, Socha M, Foszner P, Tobiasz J, Nowak M, Fiedor P, Cieszanowski A, Oronowicz-Jaskowiak A, Golebiewski B, Simon K, Sliwinska M, Rataj M, Chmielarz P, Tur A, Drabik G, Popiela T, Kozub J, Przybylski G, Kozanecka A, Szurowska E, Hildebrandt S, Krutul-Walenciej K, Baron J, Gruszczynska K, Jaroszewicz J, Piotrowski D, Walecki J, Wasilewski P, Mazur S, Flisiak R, Zapolska G, Klaude K, Rataj K, Golebiewski B, Pawlowska M, Rabiko P, Rajewski P, Gizycka B, Blewaska P, Sznajder K, Plesniak R. Pathological changes or technical artefacts? The problem of the heterogenous databases in COVID-19 CXR image analysis. Computer Methods And Programs In Biomedicine 2023, 240: 107684. PMID: 37356354, PMCID: PMC10278898, DOI: 10.1016/j.cmpb.2023.107684.Peer-Reviewed Original ResearchConceptsChest X-ray imagesNeural networkClassification neural networkDeep neural networksSuper-resolution networkImage resolutionHeterogenous databasesDiagnostic algorithm developmentSet of artifactsX-ray imagesBias discoveryNetwork architecturePoor generalizationNetwork decisionsImage dataScientific research areasAI developmentTypes of dataAlgorithm developmentImage propertiesMedical imagingNetworkResearch areaImage analysisHigh accuracyPOLCOVID: a multicenter multiclass chest X-ray database (Poland, 2020–2021)
Suwalska A, Tobiasz J, Prazuch W, Socha M, Foszner P, Piotrowski D, Gruszczynska K, Sliwinska M, Walecki J, Popiela T, Przybylski G, Nowak M, Fiedor P, Pawlowska M, Flisiak R, Simon K, Zapolska G, Gizycka B, Szurowska E, Marczyk M, Cieszanowski A, Polanska J. POLCOVID: a multicenter multiclass chest X-ray database (Poland, 2020–2021). Scientific Data 2023, 10: 348. PMID: 37268643, PMCID: PMC10236395, DOI: 10.1038/s41597-023-02229-5.Peer-Reviewed Original ResearchMeSH KeywordsAlgorithmsArtificial IntelligenceCOVID-19COVID-19 TestingDeep LearningHumansPneumoniaPolandRadiography, ThoracicSARS-CoV-2X-RaysConceptsLung maskChest X-ray databaseChest X-ray imagesArtificial intelligence toolsCOVID-19 detectionX-ray databaseImage collectionImage databaseX-ray imagesIntelligence toolsSegmentation solutionSegmentation modelDiagnosis methodOriginal radiographsDatasetImagesCOVID-19 diagnosisDatabaseHealthcare systemMaskMedical assistanceSmall numberLung areaSetTool