A solution for noncontact optical torque measurement of a rotating component is provided. At least one imaging system acquires images of a rotating component. A torque computing unit determines the torque of the rotating component using the images. The torque computing unit can compare the acquired images to previously collected expected images obtained under a known torque condition. The torque computing unit determines the torque of the rotating component based on variations between the acquired images and the collected expected images.