%0 Generic %1 vendrov2015orderembeddings %A Vendrov, Ivan %A Kiros, Ryan %A Fidler, Sanja %A Urtasun, Raquel %D 2015 %K embedding hypernym image language order %T Order-Embeddings of Images and Language %U http://arxiv.org/abs/1511.06361 %X Hypernymy, textual entailment, and image captioning can be seen as special cases of a single visual-semantic hierarchy over words, sentences, and images. In this paper we advocate for explicitly modeling the partial order structure of this hierarchy. Towards this goal, we introduce a general method for learning ordered representations, and show how it can be applied to a variety of tasks involving images and language. We show that the resulting representations improve performance over current approaches for hypernym prediction and image-caption retrieval.

@misc{vendrov2015orderembeddings, abstract = {Hypernymy, textual entailment, and image captioning can be seen as special cases of a single visual-semantic hierarchy over words, sentences, and images. In this paper we advocate for explicitly modeling the partial order structure of this hierarchy. Towards this goal, we introduce a general method for learning ordered representations, and show how it can be applied to a variety of tasks involving images and language. We show that the resulting representations improve performance over current approaches for hypernym prediction and image-caption retrieval.}, added-at = {2021-07-05T14:46:07.000+0200}, author = {Vendrov, Ivan and Kiros, Ryan and Fidler, Sanja and Urtasun, Raquel}, biburl = {https://www.bibsonomy.org/bibtex/2b1f5eec618d4efbff6e50a81f12155e2/jaeschke}, description = {[1511.06361] Order-Embeddings of Images and Language}, interhash = {7e04d9f68242eee5e3eab33b1d8f80cf}, intrahash = {b1f5eec618d4efbff6e50a81f12155e2}, keywords = {embedding hypernym image language order}, note = {cite arxiv:1511.06361Comment: ICLR camera-ready version}, timestamp = {2021-07-05T14:46:07.000+0200}, title = {Order-Embeddings of Images and Language}, url = {http://arxiv.org/abs/1511.06361}, year = 2015 }