Apologies if the title is confusing. The demo does use CNNs, as mentioned to predict the 2D joint locations of the hand. The whole point of this system is that it relies only on a monocular camera, allowing it to run on a wide range of devices. CoreML on iOS and Tensorflow Lite on Android handle all the GPU inference on these models