The purpose of this study is to determine if rimonabant 20 mg once daily (od) administered during 18-20 months will reduce progression of coronary atherosclerosis as assessed by intravascular ultrasound (IVUS) when administered on top of standard behavioral and pharmacological therapy given as needed, in patients with abdominal obesity associated with current smoking and/or metabolic syndrome.