Marc Masana


2018

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LIUM-CVC Submissions for WMT18 Multimodal Translation Task
Ozan Caglayan | Adrien Bardet | Fethi Bougares | Loïc Barrault | Kai Wang | Marc Masana | Luis Herranz | Joost van de Weijer
Proceedings of the Third Conference on Machine Translation: Shared Task Papers

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.

2017

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LIUM-CVC Submissions for WMT17 Multimodal Translation Task
Ozan Caglayan | Walid Aransa | Adrien Bardet | Mercedes García-Martínez | Fethi Bougares | Loïc Barrault | Marc Masana | Luis Herranz | Joost van de Weijer
Proceedings of the Second Conference on Machine Translation

2016

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Does Multimodality Help Human and Machine for Translation and Image Captioning?
Ozan Caglayan | Walid Aransa | Yaxing Wang | Marc Masana | Mercedes García-Martínez | Fethi Bougares | Loïc Barrault | Joost van de Weijer
Proceedings of the First Conference on Machine Translation: Volume 2, Shared Task Papers