Pavlos Panos

VQ-Wave: A Physics-Driven Spatiotemporal Deep Learning Approach for Noncontrast-Enhanced Lung Ventilation and Perfusion MRI.

Purpose To develop a robust deep learning framework for noncontrast-enhanced functional lung MRI, overcoming the limitations of spectral decomposition in the presence of physiological nonstationarity.Methods We introduce VQ-Wave (Ventilation/Q-perfusion Waveform-based Assessment...