Embedding Human Knowledge in Deep Neural Network via Attention Map

9 May 2019Masahiro MitsuharaHiroshi FukuiYusuke SakashitaTakanori OgataTsubasa HirakawaTakayoshi YamashitaHironobu Fujiyoshi

Human-in-the-loop (HITL), which introduces human knowledge to machine learning, has been used in fine-grained recognition to estimate categories from the difference of local features. The conventional HITL approach has been successfully applied in non-deep machine learning, but it is difficult to use it with deep learning due to the enormous number of model parameters... (read more)

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