The Eagles of Death Metal (consisting of Jesse 'The Devil' Hughes, Loo Balls, Carlo Von Sexron, Craig Armstrong and T. Fresh) performed "The Gosso King of Crater Lake", "Hogleg" and "You Keep On Talkin'". The Eagles of Death Metal has since become a real band centered on Jesse Hughes guitars and singing instead of Loo Balls vocals. Also, 'Carlo Von Sexron' is in fact, one of Joshua Homme's monikers. He is also known to record drums and/or bass guitar for EODM to this day, though he doesn't tour with them regularly.
The Green Monarchs (consisting of Alfredo Hernández, Larry Lalli, Mario Lalli, Joshua Homme, Chris Goss, Nick Oliveri, Tony Tornay) performed "Monster In The Parasol", "Jr. High Love" and "Eccentric Man".
An unnamed grouping consisting of Pete Stahl, John McBain, Joshua Homme, Ben Shepherd, and Alfredo Hernandez performed "Nova" and "Avon", which were likely leftovers from the original set of Desert Sessions. The music tracks of both of these songs are identical with different vocal tracks. Pete Stahl sings "Nova" and Homme sings "Avon". Homme has said that this was an experiment to show how two different vocalists would treat the same piece of music.