tasks and i want to skip the tables right here yeah their best and everything and go to the appendix where they have some examples of this so here you can see specifically uh this is the original image you have a ground truth and you have the differences between their model this axial deep lab and the panoptic deep lab um that is a baseline for them and you can see that the the failure cases here are are pretty you know show how show how the axial deep lab is better i don't know if they are cherry picked or not but