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Current work on multimodal machine translation (MMT) has suggested that the visual modality is either unnecessary or only marginally beneficial.
Dropout: A simple way to prevent neural networks from overfitting
Nitish Srivastava, Geoffrey Hinton, Alex Krizhevsky, Ilya Sutskever, and Ruslan Salakhutdinov. 2014 · 1958
Earlier work this paper cites.
Human sensory dominance
Francis B. Colavita. 1974 · 1974
Earlier work this paper cites.
Moses: Open source toolkit for statistical machine translation
Philipp Koehn, Hieu Hoang, Alexandra Birch, Chris Callison-Burch, Marcello Federico, Nicola Bertoldi, Brooke Cowan, Wade Shen, Christine Moran, Richard Zens, Chris Dyer, Ondřej Bojar, Alexandra Constantin, and Evan Herbst. 2007 · 2007
Earlier work this paper cites.
Imagenet: A large-scale hierarchical image database
J. Deng, W. Dong, R. Socher, L. Li, Kai Li, and Li Fei-Fei. 2009 · 2009
Earlier work this paper cites.
Better hypothesis testing for statistical machine translation: Controlling for optimizer instability
Jonathan H. Clark, Chris Dyer, Alon Lavie, and Noah A. Smith. 2011 · 2011
Earlier work this paper cites.
On the difficulty of training recurrent neural networks
Razvan Pascanu, Tomas Mikolov, and Yoshua Bengio. 2013 · 2013
Earlier work this paper cites.
Neural machine translation by jointly learning to align and translate
Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio. 2014 · 2014
Earlier work this paper cites.
Learning phrase representations using RNN encoder–decoder for statistical machine translation
Kyunghyun Cho, Bart van Merrienboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014 · 2014
Earlier work this paper cites.
Meteor universal: Language specific translation evaluation for any target language
Michael Denkowski and Alon Lavie. 2014 · 2014
Earlier work this paper cites.
Adam: A method for stochastic optimization
Diederik Kingma and Jimmy Ba. 2014 · 2014
Earlier work this paper cites.
From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions
Peter Young, Alice Lai, Micah Hodosh, and Julia Hockenmaier. 2014 · 2014
Earlier work this paper cites.
Flickr30k entities: Collecting region-to-phrase correspondences for richer image-to-sentence models
B. A. Plummer, L. Wang, C. M. Cervantes, J. C. Caicedo, J. Hockenmaier, and S. Lazebnik. 2015 · 2015
Cited alongside, same era.
Multimodal attention for neural machine translation
Ozan Caglayan, Loïc Barrault, and Fethi Bougares. 2016 · 2016
Cited alongside, same era.
DCU-UvA multimodal MT system report
Iacer Calixto, Desmond Elliott, and Stella Frank. 2016 · 2016
Cited alongside, same era.
Multi30K: Multilingual english-german image descriptions
Desmond Elliott, Stella Frank, Khalil Sima’an, and Lucia Specia. 2016 · 2016
Cited alongside, same era.
Deep residual learning for image recognition
K. He, X. Zhang, S. Ren, and J. Sun. 2016 · 2016
Cited alongside, same era.
Attention-based multimodal neural machine translation
Attention strategies for multi-source sequence-to-sequence learning
Jindřich Libovický and Jindřich Helcl. 2017 · 2017
Later among the works it cites.
OSU multimodal machine translation system report
Mingbo Ma, Dapeng Li, Kai Zhao, and Liang Huang. 2017 · 2017
Later among the works it cites.
Sheffield MultiMT: Using object posterior predictions for multimodal machine translation
Pranava Swaroop Madhyastha, Josiah Wang, and Lucia Specia. 2017 · 2017
Later among the works it cites.
Nematus: a toolkit for neural machine translation
Rico Sennrich, Orhan Firat, Kyunghyun Cho, Alexandra Birch, Barry Haddow, Julian Hitschler, Marcin Junczys-Dowmunt, Samuel Läubli, Antonio Valerio Miceli Barone, Jozef Mokry, and Maria Nadejde. 2017 · 2017
Later among the works it cites.
Findings of the third shared task on multimodal machine translation
Loïc Barrault, Fethi Bougares, Lucia Specia, Chiraag Lala, Desmond Elliott, and Stella Frank. 2018 · 2018
Later among the works it cites.
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Po-Yao Huang, Frederick Liu, Sz-Rung Shiang, Jean Oh, and Chris Dyer. 2016 · 2016
Cited alongside, same era.
Using the output embedding to improve language models
Ofir Press and Lior Wolf. 2016 · 2016
Cited alongside, same era.
A shared task on multimodal machine translation and crosslingual image description
Lucia Specia, Stella Frank, Khalil Sima’an, and Desmond Elliott. 2016 · 2016
Cited alongside, same era.
Incorporating global visual features into attention-based neural machine translation
Iacer Calixto and Qun Liu. 2017 · 2017
Cited alongside, same era.
Findings of the second shared task on multimodal machine translation and multilingual image description
Desmond Elliott, Stella Frank, Loïc Barrault, Fethi Bougares, and Lucia Specia. 2017 · 2017
Cited alongside, same era.
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, and Joost van de Weijer. 2017a
Cited in the paper.
NMTPY: A flexible toolkit for advanced neural machine translation systems
Ozan Caglayan, Mercedes García-Martínez, Adrien Bardet, Walid Aransa, Fethi Bougares, and Loïc Barrault. 2017b
Cited in the paper.
Ozan Caglayan, Adrien Bardet, Fethi Bougares, Loïc Barrault, Kai Wang, Marc Masana, Luis Herranz, and Joost van de Weijer. 2018 · 2018
Later among the works it cites.
Adversarial evaluation of multimodal machine translation
Desmond Elliott. 2018 · 2018
Later among the works it cites.
The MeMAD submission to the WMT18 multimodal translation task
Stig-Arne Grönroos, Benoit Huet, Mikko Kurimo, Jorma Laaksonen, Bernard Merialdo, Phu Pham, Mats Sjöberg, Umut Sulubacak, Jörg Tiedemann, Raphael Troncy, and Raúl Vázquez. 2018 · 2018
Later among the works it cites.
CUNI system for the WMT18 multimodal translation task
Jindřich Helcl, Jindřich Libovický, and Dusan Varis. 2018 · 2018
Later among the works it cites.
Sheffield submissions for WMT18 multimodal translation shared task
Chiraag Lala, Pranava Swaroop Madhyastha, Carolina Scarton, and Lucia Specia. 2018 · 2018
Later among the works it cites.