Some hospitals give moms the chance to wear their own clothes, after approval from the hospital staff and obstetrician, during labor. However, the clothing must be similar to hospital clothing and non-restrictive. Remember, there are doctors and staff who must have easy access to your body during labor for various reasons.
Most women choose to wear hospital gowns simply because they don't want to stain or ruin clothing from home during childbirth.