Purpose This paper aims to design a deep neural network for object instance segmentation and six-dimensional (6D) pose …. Design/methodology/approach A novel deep learning method is proposed for instance segmentation and 6D pose estimation in … network based on the instance segmentation framework is proposed and a neural work-based iterative pose refinement module is …