The lingerie scene is more than likely a set. But the bridge would be the best spot to visit. Pretty sure its the bridge you mentioned. It was also used in the film Inception. I recognized it as the Mirrorcle World scenery right away.

Yea, its the Bir- Hakeim bridge.