Exes Justin Bieber and Selena Gomez may be giving their relationship another shot.

Mere days after they were spotted riding segways in Bieber's Calabasas, Calif., neighborhood, the 19-year-old Boyfriend singer shared an intimate snapshot with Gomez, 21, on his Instagram account.

"Love the way you look at me," he captioned the gray-tinted photograph, uploaded Saturday, Jan. 4.

The Come & Get It singer is shown hugging the Canadian singer from behind while her chin rests on his shoulder, in a similar fashion to their April 2013 Instagram photo. She is gazing down at him and cracks a smile as he looks at the camera. Bieber is holding up his phone to capture the moment.

Selena Says I'm the "Happiest I've Been in a While" after Canceling Aussie Tour

The photo comes two days after the on-again, off-again couple was photographed riding segways on Jan. 2, fueling speculation they have rekindled their romance. They were seen together nearly a year after their public romance ended. Both of their reps declined to comment on that particular sighting.

The couple broke up in November 2012.

Bieber revealed that he still has feelings for his ex-girlfriend in a Dec. 18 radio interview with Los Angeles hip-hip radio station Power 106. 

"All That Matters was written when I was in a great place in my relationship, and at that time, she was all that mattered in my life," he told radio jockey Big Boy. "I wrote the best music once my heart was broken. I was definitely in love." 

Bieber continued, "[The break up] affected us, especially when we are in front of so many people. It's such a public thing. It's just hard for the both of us. But you know, she's a great woman. I love her till this day."