That video doesn't do anything for me...is it a whine sound or a clunk/tick sound?
Are the winter tires brand new or you get them used?
I have a tick type sound on mine kind of like a rock in the treads, my alignment is a bit off and betting the balance is off. The noise on mine I would bet the car it's a bad front tire or both fronts bad.
Check your tire lip where it meets the rim. Check for any cracks at all, you would be surprised what a little cracking of the rubber does/sounds like.
I will be adding new tires to it come Spring