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Apr, 2019
面向上下文的零样本学习用于物体识别
Context-Aware Zero-Shot Learning for Object Recognition
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Eloi Zablocki, Patrick Bordes, Benjamin Piwowarski, Laure Soulier, Patrick Gallinari
TL;DR
本文提出了一种基于语义表示的全新的Zero-Shot Learning方法,并引入了上下文因素提高了对象的分类效果,通过在Visual Genome上进行的实验表明,增加上下文信息可以显著提高标准的ZSL方法。
Abstract
zero-shot learning
(ZSL) aims at classifying unlabeled objects by leveraging auxiliary knowledge, such as
semantic representations
. A limitation of previous approaches is that only intrinsic properties of objects
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