The duo appear to have a stare-off in the still from the video, which Calvin has teased on Instagram, and the contents of their living room is floating around them.
Ellie is flaunting her rock-hard abs on set, while Calvin has kept things casual in a check shirt as the pair filmed the new dance track 'Outside'.
It looks to be a far cry from their video last year, which saw the pair act out a steamy relationship for 'I Need Your Love'.
Playing lovers in the super-sexy video, Ellie and Calvin appeared half-naked and play-fighting in bed, passionately smooching and sunning themselves in swimsuits on a white sandy beach.
We can't wait to see what they have in store for us this time...
Clearly Calvin's pretty excited too. He tweeted about how much he loved the new vide earlier today, saying: "Love this new video with @elliegoulding …coming very soon … @emilnava did 4 videos in 1 month for me, love that."
Meanwhile, last week Ed Sheeran opened up about his bitter break-up track 'Don't', believed to be about his ex-fling Ellie saying: "It's a song that came at the time I needed to write. I got over the anger the moment I wrote it."
In August 2013, Ed and Ellie were linked after they were spotted getting cosy at the MTV Video Music Awards but, shortly after, she was said to have moved on with One Direction's Niall Horan.
However, neither of them has confirmed who 'Don't' refers to, so we will have to keep guessing.
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