The video makes it look like it does have a collar, it's just hidden by his hair and the shadows. It's basically just a standard black button-up shirt, but he's left a few buttons undone and didn't button the cuffs. It's a pretty common shirt style that can be found at places like Kohl's or JC Penny's.