Benchmark methodological approach for the application of artificial intelligence to lung ultrasound data from COVID-19 patients: From frame to prognostic-level
Umair Khan, Sajjad Afrakhteh, Federico Mento, Noreen Fatima, Laura De Rosa, Leonardo Lucio Custode, Zihadul Azam, Elena Torri, Gino Soldati, Francesco Tursi, Veronica Narvena Macioce, Andrea Smargiassi, Riccardo Inchingolo, Tiziano Perrone, Giovanni Iacca, Libertario Demi
Topics & Concepts
Computer scienceArtificial intelligenceUpsamplingBenchmark (surveying)Convolutional neural networkFrame (networking)Transfer of learningMachine learningF1 scoreDeep learningPipeline (software)PercentilePattern recognition (psychology)StatisticsImage (mathematics)GeodesyGeographyProgramming languageTelecommunicationsMathematicsUltrasound in Clinical ApplicationsPhonocardiography and Auscultation Techniques