Naomi Watts and Ben Stiller look blissfully in love during romantic stroll... but it's just a scene for their new film While We're Young

They were spotted shouting angrily at each other on Tuesday while filming a scene for their new movie While We're Young.

But Naomi Watts and Ben Stiller's characters appeared to have made up the following day.

The two A-list actors were seen looking blissfully happy as they walked hand-in-hand while shooting in Brooklyn, New York on Wednesday.

The look of love: Naomi Watts and Ben Stiller were seen looking blissfully happy as they walked hand-in-hand while shooting their new film in Brooklyn, New York on Wednesday

Naomi showed off her toned legs in a knee-length navy skirt paired with a olive green sweater worn over a white shirt.

She completed the scholarly look with a light green jacket and suede ankle boots, accessorising with a Middle Eastern-inspired shoulder bag.

The Oscar nominee wore her blonde hair tied into a ponytail and she sported a glowing complexion.

Getting close: The pair laughed and hugged as they got ready to cross the busy street

Cute and casual: Naomi showed off her toned legs in a knee-length navy skirt paired with a olive green sweater worn over a white shirt

Exotic touch: She completed the scholarly look with a light green jacket and suede ankle boots, accessorising with a Middle Eastern-inspired shoulder bag

Ben, meanwhile, kept it casual in jeans, a blue shirt and green anorak paired with trainers.

In the film, Naomi and Ben play a married couple who attempt to adopt a free-spirited lifestyle after meeting a younger couple.

The pair looked completely at ease and in love in this scene, in stark contrast to their heated exchange the previous day.

Keeping it casual: Ben, meanwhile, wore jeans, a blue shirt and green anorak paired with trainers

Troubled times: Keeping it casual: Ben, meanwhile, wore jeans, a blue shirt and green anorak paired with trainers

Directed by Noah Baumbach, the dramedy also features Adam Driver, Amanda Seyfried and Charles Grodin.

While We're Young is set for release in 2015.

Naomi can next be seen as Princess Diana in Diana, due out in November 2013.

Stiller will next star in The Secret Life of Walter Mitty, which will premiere next week. 

Moment of tension: The pair were spotted filming a fight scene in Brooklyn on Tuesday