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Hashing is widely applied to approximate nearest neighbor search for large-scale multimodal retrieval with storage and computation efficiency.
Content-based image retrieval at the end of the early years
Arnold WM Smeulders, Marcel Worring, Simone Santini, Amarnath Gupta, and Ramesh Jain · 2000
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The mir flickr retrieval evaluation
Mark J. Huiskes and Michael S. Lew · 2008
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Nus-wide: A real-world web image database from national university of singapore
Tat-Seng Chua, Jinhui Tang, Richang Hong, Haojie Li, Zhiping Luo, and Yan-Tao Zheng · 2009
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Spectral hashing
Yair Weiss, Antonio Torralba, and Rob Fergus · 2009
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Data fusion through cross-modality metric learning using similarity-sensitive hashing
M.M. Bronstein, A.M. Bronstein, F. Michel, and N. Paragios · 2010
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Iterative quantization: A procrustean approach to learning binary codes
Yunchao Gong and Svetlana Lazebnik · 2011
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Learning hash functions for cross-view similarity search
Shaishav Kumar and Raghavendra Udupa · 2011
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Imagenet classification with deep convolutional neural networks
A. Krizhevsky, I. Sutskever, and G. E. Hinton · 2012
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Supervised hashing with kernels
Wei Liu, Jun Wang, Rongrong Ji, Yu-Gang Jiang, and Shih-Fu Chang · 2012
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Co-regularized hashing for multimodal data
Yi Zhen and Dit-Yan Yeung · 2012
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A probabilistic model for multimodal hash function learning
Yi Zhen and Dit-Yan Yeung · 2012
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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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Comparing apples to oranges: a scalable solution with heterogeneous hashing
Mingdong Ou, Peng Cui, Fei Wang, Jun Wang, Wenwu Zhu, and Shiqiang Yang · 2013
Cited alongside, same era.
Inter-media hashing for large-scale retrieval from heterogeneous data sources
Jingkuan Song, Yang Yang, Yi Yang, Zi Huang, and Heng Tao Shen · 2013
Cited alongside, same era.
Linear cross-modal hashing for efficient multimedia search
Xiaofeng Zhu, Zi Huang, Heng Tao Shen, and Xin Zhao · 2013
Cited alongside, same era.
Iterative multi-view hashing for cross media indexing
Yao Hu, Zhongming Jin, Hongyi Ren, Deng Cai, and Xiaofei He · 2014
Cited alongside, same era.
Caffe: Convolutional architecture for fast feature embedding
Y. Jia, E. Shelhamer, J. Donahue, S. Karayev, J. Long, R. Girshick, S. Guadarrama, and T. Darrell · 2014
Cited alongside, same era.
Effective multi-modal retrieval based on stacked auto-encoders
Wei Wang, Beng Chin Ooi, Xiaoyan Yang, Dongxiang Zhang, and Yueting Zhuang · 2014
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Supervised hashing for image retrieval via image representation learning
Rongkai Xia, Yan Pan, Hanjiang Lai, Cong Liu, and Shuicheng Yan · 2014
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Discriminative coupled dictionary hashing for fast cross-media retrieval
Zhou Yu, Fei Wu, Yi Yang, Qi Tian, Jiebo Luo, and Yueting Zhuang · 2014
Later among the works it cites.
Large-scale supervised multimodal hashing with semantic correlation maximization
Dongqing Zhang and Wu-Jun Li · 2014
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Long-term recurrent convolutional networks for visual recognition and description
Jeff Donahue, Lisa Anne Hendricks, Sergio Guadarrama, Marcus Rohrbach, Subhashini Venugopalan, Kate Saenko, and Trevor Darrell · 2015
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M. Lin, Q. Chen, and S. Yan · 2014
Cited alongside, same era.
Collaborative hashing
Xianglong Liu, Junfeng He, Cheng Deng, and Bo Lang · 2014
Cited alongside, same era.
Multimodal similarity-preserving hashing
Jonathan Masci, Michael M. Bronstein, Alexander M. Bronstein, and Jürgen Schmidhuber · 2014
Cited alongside, same era.
On the role of correlation and abstraction in cross-modal multimedia retrieval
Jose Costa Pereira, Emanuele Coviello, Gabriel Doyle, Nikhil Rasiwasia, Gert R. G. Lanckriet, Roger Levy, and Nuno Vasconcelos · 2014
Cited alongside, same era.
Multimodal learning with deep boltzmann machines
Nitish Srivastava and Ruslan Salakhutdinov · 2014
Cited alongside, same era.
Deep learning for content-based image retrieval: A comprehensive study
Ji Wan, Dayong Wang, Steven Chu Hong Hoi, Pengcheng Wu, Jianke Zhu, Yongdong Zhang, and Jintao Li · 2014
Cited alongside, same era.
Hashing for similarity search: A survey
Jingdong Wang, Heng Tao Shen, Jingkuan Song, and Jianqiu Ji · 2014
Cited alongside, same era.
Hanjiang Lai, Yan Pan, Ye Liu, and Shuicheng Yan · 2015
Later among the works it cites.
Semantics-preserving hashing for cross-view retrieval
Zijia Lin, Guiguang Ding, Mingqing Hu, and Jianmin Wang · 2015
Later among the works it cites.
Quantized correlation hashing for fast cross-modal search
Botong Wu, Qiang Yang, Wei-Shi Zheng, Yizhou Wang, and Jingdong Wang · 2015
Later among the works it cites.
Deep visual-semantic hashing for cross-modal retrieval
Yue Cao, Mingsheng Long, Jianmin Wang, Qiang Yang, and Philip S Yu · 2016
Closest in time.
Qing-Yuan Jiang and Wu-Jun Li · 2016
Closest in time.
Composite correlation quantization for efficient multimodal retrieval
Mingsheng Long, Yue Cao, Jianmin Wang, and Philip S Yu · 2016
Closest in time.
Deep hashing network for efficient similarity retrieval
Han Zhu, Mingsheng Long, Jianmin Wang, and Yue Cao · 2016
Closest in time.