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Image-text matching has been a hot research topic bridging the vision and language areas.
Physical symbol systems
Allen Newell · 1980
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Interpretation as abduction
Jerry R Hobbs, Mark E Stickel, and Paul Martin · 1993
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Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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Random walk inference and learning in a large scale knowledge base
Ni Lao, Tom Mitchell, and William W Cohen · 2011
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Devise: A deep visual-semantic embedding model
Andrea Frome, Greg S Corrado, Jon Shlens, Samy Bengio, Jeff Dean, Tomas Mikolov, et al · 2013
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Empirical evaluation of gated recurrent neural networks on sequence modeling
Junyoung Chung, Caglar Gulcehre, KyungHyun Cho, and Yoshua Bengio · 2014
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Rich feature hierarchies for accurate object detection and semantic segmentation
Ross Girshick, Jeff Donahue, Trevor Darrell, and Jitendra Malik · 2014
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Bottom-up and top-down attention: different processes and overlapping neural systems
Fumi Katsuki and Christos Constantinidis · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Unifying visual-semantic embeddings with multimodal neural language models
Ryan Kiros, Ruslan Salakhutdinov, and Richard S Zemel · 2014
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Microsoft coco: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C Lawrence Zitnick · 2014
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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
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Deep visual-semantic alignments for generating image descriptions
Andrej Karpathy and Li Fei-Fei · 2015
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Associating neural word embeddings with deep image representations using fisher vectors
Benjamin Klein, Guy Lev, Gil Sadeh, and Lior Wolf · 2015
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Faster r-cnn: Towards real-time object detection with region proposal networks
Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun · 2015
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Sequence to sequence-video to text
Subhashini Venugopalan, Marcus Rohrbach, Jeffrey Donahue, Raymond Mooney, Trevor Darrell, and Kate Saenko · 2015
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Leveraging visual question answering for image-caption ranking
Xiao Lin and Devi Parikh · 2016
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Order-embeddings of images and language
Ivan Vendrov, Ryan Kiros, Sanja Fidler, and Raquel Urtasun · 2016
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Linking image and text with 2-way nets
Aviv Eisenschtat and Lior Wolf · 2017
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Vse++: Improving visual-semantic embeddings with hard negatives
Fartash Faghri, David J Fleet, Jamie Ryan Kiros, and Sanja Fidler · 2018
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Look, imagine and match: Improving textual-visual cross-modal retrieval with generative models
Jiuxiang Gu, Jianfei Cai, Shafiq R Joty, Li Niu, and Gang Wang · 2018
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Learning semantic concepts and order for image and sentence matching
Yan Huang, Qi Wu, Chunfeng Song, and Liang Wang · 2018
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Stacked cross attention for image-text matching
Kuang-Huei Lee, Xi Chen, Gang Hua, Houdong Hu, and Xiaodong He · 2018
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Support neighbor loss for person re-identification
Kai Li, Zhengming Ding, Kunpeng Li, Yulun Zhang, and Yun Fu · 2018
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Tell me where to look: Guided attention inference network
Kunpeng Li, Ziyan Wu, Kuan-Chuan Peng, Jan Ernst, and Yun Fu · 2018
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Instance-aware image and sentence matching with selective multimodal lstm
Yan Huang, Wei Wang, and Liang Wang · 2017
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Semi-supervised classification with graph convolutional networks
Thomas N. Kipf and Max Welling · 2017
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Visual genome: Connecting language and vision using crowdsourced dense image annotations
Ranjay Krishna, Yuke Zhu, Oliver Groth, Justin Johnson, Kenji Hata, Joshua Kravitz, Stephanie Chen, Yannis Kalantidis, Li-Jia Li, David A Shamma, et al · 2017
Cited alongside, same era.
Learning a recurrent residual fusion network for multimodal matching
Yu Liu, Yanming Guo, Erwin M Bakker, and Michael S Lew · 2017
Cited alongside, same era.
Hierarchical multimodal lstm for dense visual-semantic embedding
Zhenxing Niu, Mo Zhou, Le Wang, Xinbo Gao, and Gang Hua · 2017
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A simple neural network module for relational reasoning
Adam Santoro, David Raposo, David G Barrett, Mateusz Malinowski, Razvan Pascanu, Peter Battaglia, and Timothy Lillicrap · 2017
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Exploring visual relationship for image captioning
Ting Yao, Yingwei Pan, Yehao Li, and Tao Mei · 2018
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Temporal relational reasoning in videos
Bolei Zhou, Alex Andonian, Aude Oliva, and Antonio Torralba · 2018
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Scene graph generation with external knowledge and image reconstruction
Jiuxiang Gu, Handong Zhao, Zhe Lin, Sheng Li, Jianfei Cai, and Mingyang Ling · 2019
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Guided attention inference network
Kunpeng Li, Ziyan Wu, Kuan-Chuan Peng, Jan Ernst, and Yun Fu · 2019
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Attention bridging network for knowledge transfer
Kunpeng Li, Yulun Zhang, Kai Li, Yuanyuan Li, and Yun Fu · 2019
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Visual semantic navigation using scene priors
Wei Yang, Xiaolong Wang, Ali Farhadi, Abhinav Gupta, and Roozbeh Mottaghi · 2019
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Multimodal style transfer via graph cuts
Yulun Zhang, Chen Fang, Yilin Wang, Zhaowen Wang, Zhe Lin, Yun Fu, and Jimei Yang · 2019
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