Neural Caption Translation.pdf

201911_IEICE_johanes-e_1.paper.pdf
Preview of Neural Caption Translation
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📊 Size: 2.01 MB
📄 Pages: 10 pages
⬇️ Downloads: 246

Summary

This study proposes leveraging neural caption translation with visually grounded paraphrase augmentation, representing a concept with multiple paraphrase sentences to enrich model context understanding and produce numerous hypotheses. Visually grounded paraphrases (VGP) use images as a constraint to guarantee created paraphrases are within the intended distribution, incorporating image information into neural machine translation without using the image itself. Experimental results show improvement against a vanilla NMT baseline, with a 13.2 BLEU score margin, near the top score using a multimodal model.

Description

This study proposes leveraging neural caption translation with visually grounded paraphrase augmentation, representing a concept with multiple paraphrase...

Technical Information

  • File Format: PDF
  • File Size: 2.01 MB
  • Pages: 10
  • Language: EN
  • Total Downloads: 246
  • Last Updated: 7 hours ago

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