A method of controlling an electronic device by recognizing movement of an object includes obtaining at least one image including an image of the object; dividing the obtained at least one image into a middle zone and a peripheral zone; extracting one or more feature points of the object that are within the peripheral zone; recognizing movement of the object based on the extracted one or more feature points; and controlling the electronic device based on the recognized movement.