Zero shot learning by partial transfer from source domain with L2, 1 norm constraint.

Xiao Li,Min Fang,Dazheng Feng,Haikun Li,Jin-Qiao Wu

Journal of Visual Communication and Image Representation（2019）

引用 5|浏览20

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摘要

•Select relevant source samples based on visual similarity and semantic similarity.•L2,1 norm regularization is used to restrict the selection matrix.•The source classification model learnt by the selected samples is conducive to transfer.•Extensive experiment results show astonishing results on ZSL datasets.

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关键词

Zero shot learning,Partial transfer,Visual similarity,Semantic similarity,L2,1 norm

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