(Photo credit: Jun Sato/Getty Images)

Johnny Depp split from his longtime love Vanessa Paradis last year and, since then, he has been spending more time with his "Rum Diary" co-star, Amber Heard - with the pair even traveling together to Moscow recently.

The two have become so close that the actress has even met Depp's kids with Paradis, Lily-Rose, 14, and Jack, 11.

Johnny Depp Turns 50! His Life in Pictures

In a new photo, Heard, 27, and Depp, 50, are seen making their way through Japan's Narita International Airport with the actor's children.

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The actor, who has been traveling the world to promote his new movie, "The Lone Ranger," recently opened up about his split from Paradis and how it's affected their family.

"It wasn't easy on her. It wasn't easy on me. It wasn't easy on the kids. So, yeah," he told Rolling Stone magazine. "The trajectory of that relationship - you play it out until it goes, one thing leads to another. So for whatever reason that ceases, it doesn't stop the fact that you care for that person, and they're the mother of your kids, and you'll always know each other, and you're always gonna be in each other's lives because of those kids. You might as well make the best of it."