The only way to quickly get rid of FHA mortgage insurance premiums is to refinance into a conventional loan. Keep your LTV ratio below 80% to avoid private mortgage insurance. Otherwise, you can keep paying MIP on your FHA cash-out refi loan for 11 years, after which point it will be removed.