Convolutional Neural Networks. Andrew Ng.
Convolutional Neural Networks. Part 4.
Part 4.
Face recognition. Neural Sytle Transfer. Convolutional Networks in 1D or 3D.
¶What is face recognition
¶One-shot learning
¶Siamese network
¶Triplet loss
¶Face verification and binary classification
¶What is neural style transfer
¶What are deep ConvNets learning
¶Cost function
¶Content cost function
¶Style cost function
¶1D and 3D generalizations of models
¶Papers
[Taigman et al., 2014, DeepFace closing the gap to human level performance]
[Schroff et al., 2015, FaceNet: A unified embedding for face recognition and clustering]
[Zeoler and Fergus., 2013, Visualizing and understanding convolutional networks]
[Gatys et al., 2015. A neural algorithm of artistic style. Images on slide generated by Justin Johnson]
