1. A method of recognizing an object, the method comprising: extracting a feature component of a point cloud of a three-dimensional (3D) image of the object by using position information and color information of points that form the point cloud; generating a descriptor configured to recognize the object using the extracted feature component; and recognizing the object based on the generated descriptor.