really need to explain it in too much detail one high resolution one low resolution pathway is really designed to spot brain tumors and has been actually quite successful in in this so here's an example of what it would actually output in 3d so you can produce your fancy 3d renderings for this so we take this network and if the if you train this network it will not be a domain invariant what we what we instead do is we add to the normal segmentation pathway we add this the discrimination pathway where you basically take the