shoulder arthroplasty; X-ray images; implant classification; deep learning; dense residual ensemble-network; rotational invariant augmentation1. Introduction The human shoulder is the most mobile joint of the body. The shoulder may be damaged owing to severe fractures or injuries to the upper arm or...