Definitely measure with the undergarments you plan to wear with the dress. For instance, my dress is low back so I am wearing a low back bustier. With the bustier on, my chest size is almost two inches bigger than when I'm wearing just a normal bra so if I have measured without it, I wouldn't have fit the dress properly.