It certainly looks like love!
The black-and-white photo features Perry, 29, in a black slip lying on a couch, with Mayer, 36, sitting on the floor beneath her holding a guitar. Perry gently caresses Mayer with her right arm draped over him.
"I'm excited to give you the first look at the single artwork for "Who You Love," shot by the great Mario Sorrenti," Mayer wrote on Tumblr. "And yes, we look like this at home pretty much all the time. "
Mayer wasn't done showing off his song's cover art and his song's girl.
"'Who You Love' is here. Proud of this song, proud of this artwork, proud of this girl," he posted on Instagram.
Mayer spoke about the track with Billboard magazine last summer.
"I kicked around this song about you love who you love," he told Billboard. "It's also a confessional for myself. I started singing [the song], 'My girl, she ain't the one I saw coming and sometimes I don't know which way to go and I tried to run before, but I'm not running anymore.'"
Mayer continues, "I tried to be alone and I can't."
Mayer is definitely not alone and not afraid to let people know Perry is his "Love."