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Learning like a Child: Fast Novel Visual Concept Learning from Sentence Descriptions of Images
[article]
2015
arXiv
pre-print
In this paper, we address the task of learning novel visual concepts, and their interactions with other concepts, from a few images with sentence descriptions. Using linguistic context and visual features, our method is able to efficiently hypothesize the semantic meaning of new words and add them to its word dictionary so that they can be used to describe images which contain these novel concepts. Our method has an image captioning module based on m-RNN with several improvements. In
arXiv:1504.06692v2
fatcat:yuzdpp5ylrcmfpytehy4dxoaqi