Unsupervised segmentation and quantification of COVID-19 lesions on computed Tomography scans using CycleGAN
Marc Connell, Yi Xin, Sarah E. Gerard, Jacob Herrmann, Parth Shah, Kevin Martin, Emanuele Rezoagli, Davide Ippolito, Jennia Rajaei, Ryan Baron, P. Delvecchio, S. Humayun, Rahim R. Rizi, Giacomo Bellani, Maurizio Cereda
Topics & Concepts
VoxelHounsfield scaleSegmentationSørensen–Dice coefficientMedicineCoronavirus disease 2019 (COVID-19)Nuclear medicineLesionArtificial intelligenceRadiologyComputer sciencePattern recognition (psychology)Computed tomographyImage segmentationPathologyInfectious disease (medical specialty)DiseaseCOVID-19 diagnosis using AIAdvanced Neural Network ApplicationsMedical Image Segmentation Techniques