2023
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 ResearchConceptsLung 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
2021
Autoencoder-based bone removal algorithm from x-ray images of the lung
Kalisz S, Marczyk M. Autoencoder-based bone removal algorithm from x-ray images of the lung. 2021, 00: 1-6. DOI: 10.1109/bibe52308.2021.9635451.Peer-Reviewed Original ResearchX-ray imagesChest X-ray imagesBiomedical image analysisDeep learning techniquesData augmentation techniquesDeep learning modelsNoisy image pairsApplication of machineLearning techniquesAutoencoder architectureFrontal imagesImage pairsLearning modelOnly imagesAugmentation techniquesHigh availabilityRemoval algorithmMedical diagnosisTest setImage analysisImagesImages of patientsExternal test setCOVIDxAutoencoder