Deep Cognitive Networks: Enhance Deep Learning by Modeling Human Cognitive Mechanism

Although deep learning models have achieved great progress in vision, speech, language, planning, control, and many other areas, there still exists a large performance gap between deep learning models and the human cognitive system. Many researchers argue that one of the major reasons accounting for the performance gap is that deep learning models and the human cognitive system process visual information in very different ways.

To mimic the performance gap, since 2014, there has been a tren...