sometimes the abstract is informative and sometimes not so here it's like blah blah blah a new method that views object detection as a direct set prediction problem I'm like oh yeah okay so streamlines the detection effectively removing the need for many hand design components like non maximum suppression yada yada yada the main ingredients called detection transformer asset based global loss that forces unique prediction via bipartite matching and the transformer encode or decode or architecture so they make it clear here