Tissue phase mapping (TPM) provides regional biventricular myocardial velocities, while the slow manual segmentation process limits it use in clinic. The purpose of this study was to develop a fully automated segmentation method for TPM images with deep learning and explore the optimal method to use the magnitude and phase information.