Diabetic-foot bone infection is difficult to diagnose, and machine learning may help clinicians use clinical information and medical images. We reviewed studies that developed or evaluated these models for diabetic-foot osteomyelitis. Most focused on diagnosis using either clinical and laboratory information or imaging. No study combined these sources, and testing in new groups was uncommon. Future research should combine clinical information with imaging and test models in other groups.