Example of one simulation used to train or validate POSPEN for P, Q, and U polarisation maps (left, middle, and right columns, respectively). Top panels show the input patch formed by all the emissions, where the network learns how to extract the polarisation of the PS. Bottom figures show an example of the simulated PS, where we use the integrated intensity as a label for the training. The units are in Jy.