We propose to establish a special detector-training network aiming to extend the application of cutting-edge technologies developed in High Energy Physics (HEP) to other domains, such as medical imaging. A large number of detector techniques, developed for and used in particle physics experiments, has been transferred successfully to other fields. Most prominent are their applications in medicine, ...