One's doctor may recommend physical therapy or exercise that the patient do to help with knee pain. These things can help strengthen the patient's leg muscles. It can help to ease knee pain when the muscles of the leg are stronger and more stable. For patients to do these exercises safely, they might need to use splints or braces.