FairMOT[1] is a one-shot tracker to fuse object detection and re-identification in a single network. The most contributions in this papar are
anchor-free
Re-ID feture extraction, multi-layerfeature aggregation
andlower-dimensional
re-ID fetures. There are some details of reading and implementing it.