Using a razor knife cut through the paint / caulk around every piece, then gently pry off the wall using a wide drywall taping knife and tack hammer. Then comes the skilled part - patching / re-texturing the walls...which is best done by a drywall Pro.

A family member just added those to her walls today... they are not bad though. Not sure if I would do them in my room though.