Abstract:Abstract-An amazing capability of the human visual system is the ability to learn a large repertoire of visual categories. We propose an architecture for learning visual categories in an interactive and life-long fashion based on complex-shaped objects, which typically belong to several different categories. The fundamental problem of life-long learning with artificial neural networks is the so-called "stability-plasticity dilemma". This dilemma refers to the incremental incorporation of newly acquired knowled… Show more
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