LIUM-CVC Submissions for WMT18 Multimodal Translation Task
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Abstract (arXiv)
This paper describes the multimodal Neural Machine Translation systems developed by LIUM and CVC for WMT18 Shared Task on Multimodal Translation. This year we propose several modifications to our previous multimodal attention architecture in order to better integrate convolutional features and refine them using encoder-side information. Our final constrained submissions ranked first for English-French and second for English-German language pairs among the constrained submissions according to the automatic evaluation metric METEOR.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Sep 2018.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 1; 2024: 1; 2025: 1.
8 papers.
- 2022Neural Machine Translation with Phrase-Level Universal Visual Representationscited by 26
- 2023CLIPTrans: Transferring Visual Knowledge with Pre-trained Models for Multimodal Machine Translationcited by 14
- 2021Exploiting Multimodal Reinforcement Learning for Simultaneous Machine Translationcited by 7
- 2022Low-resource Neural Machine Translation with Cross-modal Alignmentcited by 5
- 2024m3P: Towards Multimodal Multilingual Translation with Multimodal Promptcited by 5
- 2022Supervised Visual Attention for Simultaneous Multimodal Machine Translationcited by 2
- 2025GIIFT: Graph-guided Inductive Image-free Multimodal Machine Translationcited by 1
- 2021Self-Enhancing Multi-filter Sequence-to-Sequence Modelcited by 0
- 2025GIIFT: Graph-guided Inductive Image-free Multimodal Machine Translation24 Jul 2025
- 2024m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt26 Mar 2024
- 2023CLIPTrans: Transferring Visual Knowledge with Pre-trained Models for Multimodal Machine Translation29 Aug 2023
- 2022Low-resource Neural Machine Translation with Cross-modal Alignment13 Oct 2022
- 2022Neural Machine Translation with Phrase-Level Universal Visual Representations19 Mar 2022
- 2022Supervised Visual Attention for Simultaneous Multimodal Machine Translation23 Jan 2022
- 2021Self-Enhancing Multi-filter Sequence-to-Sequence Model25 Sep 2021
- 2021Exploiting Multimodal Reinforcement Learning for Simultaneous Machine Translation22 Feb 2021