Estimation of slipping organ motion by registration with direction-dependent regularization

► Slipping motion at lung boundaries causes incorrect estimation of respiratory motion. ► Errors occur due to isotropic regularization during lung registration. ► Physiological motion characteristics can be modeled by decoupling motion directions. ► The presented direction-dependent regularization improves registration significantly.