Pulmonary lobe segmentation is an important prerequisite for accurately quantifying pulmonary damage in many diseases and planning treatment. However, due to the incomplete lobar structures morphological changes caused by diseases, still encounters great challenges. In this study, a Learnable Interpolation Extrapolation Network (LIE-Net) proposed form complete consecutive fissure surfaces learn...