2D attribute maps 3D geometry data History of engineering & technology RGB age estimation coarse-to-fine convolutional neural network convolutional neural network (CNN) convolutional neural networks deep learning deep metric learning depth emotion classification external knowledge face liveness detection facial images processing facial key point detection facial landmarking fused CNN feature generative adversarial network image classification merging networks multi-task learning thermal image