i3PosNet: instrument pose estimation from X-ray in temporal bone surgery.

The translation of deep learning-based methods to surgical applications is difficult, because large representative datasets for training and testing are not available. This work empirically shows sub-millimeter pose estimation trained solely based on synthetic training data.