Before revision:  We propose a systematic approach utilizing deep Convolutional Neural Nets with the transfer learning paradigm and extensively evaluate it over a multi-label and multi-pose taxonomic dataset  specifically created for this comparison.
After revision:  We propose a systematic approach utilizing deep Convolutional Neural Nets with the transfer learning paradigm and extensively evaluate it over a multi-label and multi-pose taxonomic dataset with hierarchical labels specifically created for this comparison.