Automatic segmentation of pulmonary vessels is a fundamental and essential task for the diagnosis of various pulmonary vessels diseases. The accuracy of segmentation is suffering from the complex vascular structure. In this paper. an Improved Residual Attention U-Net (IRAU-Net) aiming to segment pulmonary vessel in 3D is proposed. https://www.spidertattooz.com/Tumma-figaro-kaulaketju-teras-kaulakoru-8mm-55cm/