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similarity_network [2017/04/17 18:18]
127.0.0.1 external edit
similarity_network [2017/10/12 22:47] (current)
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 score. Extensive experiments show that our two-branch networks achieve high accuracies for phrase localization on the Flickr30K score. Extensive experiments show that our two-branch networks achieve high accuracies for phrase localization on the Flickr30K
 Entities dataset and for bi-directional image-sentence retrieval on Flickr30K and MSCOCO datasets. Entities dataset and for bi-directional image-sentence retrieval on Flickr30K and MSCOCO datasets.
 +
 +https://​vision.cornell.edu/​se3/​wp-content/​uploads/​2017/​04/​CSN_CVPR-1.pdf https://​arxiv.org/​abs/​1603.07810v3 Conditional Similarity Networks
 +
 +We propose Conditional Similarity
 +Networks (CSNs) that learn embeddings differentiated into
 +semantically distinct subspaces that capture the different
 +notions of similarities. CSNs jointly learn a disentangled
 +embedding where features for different similarities are encoded
 +in separate dimensions as well as masks that select
 +and reweight relevant dimensions to induce a subspace that
 +encodes a specific similarity notion. We show that our approach
 +learns interpretable image representations with visually
 +relevant semantic subspaces.