We investigated the use of Kinect cameras for acquiring images of an object from multiple viewpoints and building a 3D model of the object. We developed methods to take care of the problems of noisy depth data, symmetrical objects and objects with relatively few views. Simulation results show that accurate 3D models could be constructed.