Deep learning approach for discrimination of liver lesions using nine time-phase images of contrast-enhanced ultrasound

Our proposed model has the potential to identify tumor types earlier than the Kupffer phase, but at the same time, machine learning confirmed that Kupffer-phase Sonazoid images contain essential information for the classification of liver nodules.