Fusing Handcrafted features with CNN

I’m working on facial images and need to fuse classic features with CNN deep networks. Does anybody know how to fuse hand-crafted features(like LBP,Gabor etc.) with CNN layers in PyTorch? how many ways exist for this purpose? as an attention block or concatenate them or transfer learning?