Hashing


Multi-View Hashing
  • Ruoyu Liu, Shikui Wei, Yao Zhao, Zhenfeng Zhu, Jingdong Wang.  Multi-View Cross-Media Hashing with Semantic Consistency.  IEEE MultiMedia, 2018 [paper] [bibtex]
  • Xiaobo Shen, Fumin Shen, Quan-Sen Sun, Yang Yang, Yun-Hao Yuan, Heng Tao Shen.  Semi-paired discrete hashing: Learning latent hash codes for semi-paired cross-view retrieval.  IEEE transactions on cybernetics, 2017 [paper] [bibtex]
  • Haomiao Liu, Ruiping Wang, Shiguang Shan, Xilin Chen.  Learning Multifunctional Binary Codes for Both Category and Attribute Oriented Retrieval Tasks.  IEEE Conference on Computer Vision and Pattern Recognition, 2017 [paper] [bibtex]
  • Xin Zhao, Guiguang Ding, Yuchen Guo, Jungong Han, Yue Gao.  TUCH: turning cross-view hashing into single-view hashing via generative adversarial nets.  International Joint Conferences on Artificial Intelligence, 2017 [paper] [bibtex]
  • Zijia Lin, Guiguang Ding, Jungong Han, Jianmin Wang.  Cross-view retrieval via probability-based semantics-preserving hashing.  IEEE Transactions on Cybernetics, 2017 [paper] [bibtex]
  • Zhangjie Cao, Mingsheng Long, Chao Huang, Jianmin Wang.  Transfer Adversarial Hashing for Hamming Space Retrieval.  AAAI Conference on Artificial Intelligence, 2017 [paper] [code] [bibtex]
  • Xiaobo Shen, Fumin Shen, Quan-Sen Sun, Yun-Hao Yuan, Heng Tao Shen.  Robust cross-view hashing for multimedia retrieval.  IEEE Signal Processing Letters, 2015 [paper] [bibtex]
  • Zijia Lin, Guiguang Ding, Jungong Han, Jianmin Wang.  Cross-view Retrieval via Supervised Semantics-Preserving Hashing.  IEEE Transactions on Cybernetics, 2016 [paper] [bibtex]
  • Xianglong Liu, Xinjie Fan, Cheng Deng, Zhujin Li, Hao Su, Dacheng Tao.  Multilinear hyperplane hashing.  IEEE Conference on Computer Vision and Pattern Recognition, 2016 [paper] [bibtex]
  • Haomiao Liu, Ruiping Wang, Shiguang Shan, Xilin Chen.  Dual purpose hashing.  arXiv, 2016 [paper] [bibtex]
  • Fuhao Zou, Yunpeng Chen, Jingkuan Song, Ke Zhou, Yang Yang, Nicu Sebe.  Compact Image Fingerprint via Multiple Kernel Hashing.  ACM Conference on Multimedia, 2015 [paper] [bibtex]
  • Xianglong Liu, Lei Huang, Cheng Deng, Jiwen Lu, Bo Lang.  Multi-view complementary hash tables for nearest neighbor search.  IEEE International Conference on Computer Vision, 2015 [paper] [bibtex]
  • Zijia Lin, Guiguang Ding, Mingqing Hu, Jianmin Wang.  Semantics-preserving hashing for cross-view retrieval.  IEEE Conference on Computer Vision and Pattern Recognition, 2015 [paper] [bibtex]
  • Jile Zhou, Guiguang Ding, Yuchen Guo, Qiang Liu, XinPeng Dong.  Kernel-based supervised hashing for cross-view similarity search.  IEEE International Conference on Multimedia and Expo, 2014 [paper] [bibtex]
  • Xianglong Liu, Junfeng He, Bo Lang.  Multiple feature kernel hashing for large-scale visual search.  Pattern Recognition, 2014 [paper] [bibtex]
  • Peng Li, Jian Cheng, Hanqing Lu.  Dual local consistency hashing with discriminative projections selection.  Signal Processing, 2013 [paper] [bibtex]
  • Wen Wang, Zhen Cui, Hong Chang, Shiguang Shan, Xilin Chen.  Deeply coupled auto-encoder networks for cross-view classification.  arXiv, 2014 [paper] [bibtex]
  • Xianglong Liu, Junfeng He, Di Liu, Bo Lang.  Compact kernel hashing with multiple features.  ACM Multimedia Conference, 2012 [paper][code] [bibtex]
  • Jingkuan Song, Yi Yang, Zi Huang, Heng Tao Shen, Richang Hong.  Multiple feature hashing for real-time large scale near-duplicate video retrieval.  ACM Multimedia Conference, 2011 [paper] [bibtex]

Cross-Modal Hashing
  • Venice Erin Liong, Jiwen Lu, Yap-Peng Tan.  Cross-Modal Discrete Hashing.  Pattern Recognition, 2018 [paper] [bibtex]
  • Venice Erin Liong, Jiwen Lu, Yap-Peng Tan, Jie Zhou.  Cross-modal deep variational hashing.  IEEE Conference on Computer Vision and Pattern Recognition, 2017 [paper] [bibtex]
  • Li Liu, Zijia Lin, Ling Shao, Fumin Shen, Guiguang Ding, Jungong Han.  Sequential discrete hashing for scalable cross-modality similarity retrieval.  IEEE Transactions on Image Processing, 2017 [paper] [bibtex]
  • Yue Cao, Mingsheng Long, Jianmin Wang.  Collective Deep Quantization for Efficient Cross-Modal Retrieval.  AAAI Conference on Artificial Intelligence, 2017 [paper] [code][bibtex]
  • Zhangjie Cao, Mingsheng Long, Qiang Yang.  Transitive Hashing Network for Heterogeneous Multimedia Retrieval.  AAAI Conference on Artificial Intelligence, 2017 [paper] [bibtex]
  • Venice Erin Liong, Jiwen Lu, Yap-Peng Tan.  Learning a Cross-Modal Hashing Network for Multimedia Search.  IEEE International Conference on Image Processing, 2017 [paper] [bibtex]
  • Xiangpeng Li, Lianli Gao, Xing Xu, Jie Shao, Fumin Shen, Jingkuan Song.  Kernel based latent semantic sparse hashing for large-scale retrieval from heterogeneous data sources.  Neurocomputing, 2017 [paper] [bibtex]
  • Lei Zhu, Zi Huang, Xiaobai Liu, Xiangnan He, Jiande Sun, Xiaofang Zhou.  Discrete Multimodal Hashing With Canonical Views for Robust Mobile Landmark Search.  TMM(IEEE Transactions on Multimedia), 2017 [paper] [bibtex]
  • Qing-Yuan Jiang, Wu-Jun Li.  Discrete Latent Factor Model for Cross-Modal Hashing.  arXiv, 2017 [paper] [bibtex]
  • Erkun Yang, Cheng Deng, Wei Liu, Dacheng Tao, Xinbo Gao.  Pairwise Relationship Guided Deep Hashing for Cross-Modal Retrieval.  AAAI Conference on Artificial Intelligence, 2017 [paper] [bibtex]
  • I Jhuo, Jun Wang.  Set-to-Set Hashing with Applications in Visual Recognition.  arXiv , 2017 [paper] [bibtex]
  • Guiguang Ding, Yuchen Guo, Jile Zhou, Yue Gao.  Large-scale cross-modality search via collective matrix factorization hashing.  IEEE Transactions on Image Processing, 2016 [paper] [bibtex]
  • Mingsheng Long, Yue Cao, Jianmin Wang, Philip S Yu.  Composite Correlation Quantization for Efficient Multimodal Retrieval.  Special Interest Group on Information Retrieval, 2016 [paper][code] [bibtex]
  • Qing-Yuan Jiang, Wu-Jun Li.  Deep cross-modal hashing.  Computing Research Repository, 2016 [paper] [bibtex]
  • Hong Liu, Rongrong Ji, Yongjian Wu, Gang Hua.  Supervised matrix factorization for cross-modality hashing.  arXiv, 2016 [paper] [bibtex]
  • Yue Cao, Mingsheng Long, Jianmin Wang, Han Zhu, Qingfu Wen.  Deep quantization network for efficient image retrieval.  AAAI Conference on Artificial Intelligence, 2016 [paper] [bibtex]
  • Yue Cao, Mingsheng Long, Jianmin Wang, Han Zhu.  Correlation Autoencoder Hashing for Supervised Cross-Modal Search.  International Conference on Multimedia Retrieval, 2016 [paper] [bibtex]
  • Cong Leng, Jiaxiang Wu, Jian Cheng, Xi Zhang, Hanqing Lu.  Hashing for distributed data.  International Conference on Machine Learning, 2015 [paper] [bibtex]
  • Cong Leng, Jian Cheng.  Consensus hashing.  Machine Learning, 2015 [paper] [bibtex]
  • Botong Wu, Qiang Yang, Wei-Shi Zheng, Yizhou Wang, Jingdong Wang.  Quantized correlation hashing for fast cross-modal search.  International Joint Conferences on Artificial Intelligence, 2015 [paper] [bibtex]
  • A Shrivastava, P Li .  Asymmetric minwise hashing for indexing binary inner products and set containment.  International Conference on World Wide Web, 2015 [paper] [bibtex]
  • Guiguang Ding, Yuchen Guo, Jile Zhou.  Collective Matrix Factorization Hashing for Multimodal Data.  IEEE Conference on Computer Vision and Pattern Recognition, 2014 [paper] [bibtex]
  • Jile Zhou, Guiguang Ding, Yuchen Guo.  Latent semantic sparse hashing for cross-modal similarity search.  Special Interest Group on Information Retrieval, 2014 [paper] [bibtex]
  • Dongqing Zhang, Wu-Jun Li.  Large-Scale Supervised Multimodal Hashing with Semantic Correlation Maximization.  AAAI Conference on Artificial Intelligence, 2014 [paper] [bibtex]
  • Jingkuan Song, Yang Yang, Yi Yang, Zi Huang, Heng Tao Shen.  Inter-media hashing for large-scale retrieval from heterogeneous data sources.  Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data, 2013 [paper] [bibtex]
  • Xiaofeng Zhu, Zi Huang, Heng Tao Shen, Xin Zhao.  Linear cross-modal hashing for efficient multimedia search.  ACM Multimedia Conference, 2013 [paper] [bibtex]

Non-Vectorial Hashing
  • Mengqiu Hu, Yang Yang, Fumin Shen, Ning Xie, Heng Tao Shen.  Hashing with angular reconstructive embeddings.  IEEE Transactions on Image Processing, 2018 [paper] [bibtex]
  • Ruicong Xu, Yang Yang, Fumin Shen, Ning Xie, Heng Tao Shen.  Efficient Binary Coding for Subspace-based Query-by-Image Video Retrieval.  MM(Proceedings of the 2017 ACM on Multimedia Conference), 2017 [paper] [bibtex]
  • Shiyuan He, Guo Ye, Mengqiu Hu, Yang Yang, Fumin Shen, Heng Tao Shen, Xuelong Li.  Learning binary codes with local and inner data structure.  Neurocomputing, 2017 [paper] [bibtex]
  • Chinmay Hegde, Piotr Indyk, Ludwig Schmidt.  Fast recovery from a union of subspaces.  Neural Information Processing Systems, 2016 [paper] [bibtex]
  • Xianglong Liu, Junfeng He, Bo Lang.  Multiple feature kernel hashing for large-scale visual search.  Pattern Recognition, 2014 [paper] [bibtex]
  • Jile Zhou, Guiguang Ding, Yuchen Guo, Qiang Liu, XinPeng Dong.  Kernel-based supervised hashing for cross-view similarity search.  IEEE International Conference on Multimedia and Expo, 2014 [paper] [bibtex]
  • Cong Leng, Jian Cheng, Hanqing Lu.  Random subspace for binary codes learning in large scale image retrieval.  Special Interest Group on Information Retrieval, 2014 [paper] [bibtex]
  • Haichuan Yang, Xiao Bai, Jun Zhou, Peng Ren, Zhihong Zhang, Jian Cheng.  Adaptive object retrieval with kernel reconstructive hashing.  IEEE Conference on Computer Vision and Pattern Recognition, 2014 [paper] [bibtex]
  • Xianglong Liu, Junfeng He, Di Liu, Bo Lang.  Compact kernel hashing with multiple features.  ACM MM(Proceedings of the 20th ACM international conference on Multimedia), 2012 [paper] [bibtex]
  • Junfeng He, Wei Liu, Shih-Fu Chang.  Scalable similarity search with optimized kernel hashing.  KDD(Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining), 2010 [paper] [bibtex]
  • Fuhao Zou, Xiaoman Tang, Kai Li, Yunfei Wang, Jingkuan Song, Shuangyuan Yang, Hefei Ling.  Hidden semantic hashing for fast retrieval over large scale document collection.  Multimedia Tools and Applications, 2017 [paper] [bibtex]
  • Qingshan Liu, Guangcan Liu, Lai Li, Xiaotong Yuan, Meng Wang, Wei Liu.  Reversed Spectral Hashing.  IEEE Transactions on Neural Networks and Learning Systems, 2017 [paper] [bibtex]
  • Ya Wang, Xianglong Liu, Danchen Zhang, Deqing Wang, Yuan Yang.  Bit selection via walks on graph for hash-based nearest neighbor search.  Neurocomputing, 2016 [paper] [bibtex]
  • Beidi Chen, Anshumali Shrivastava.  Revisiting Winner Take All (WTA) Hashing for Sparse Datasets.  arXiv, 2016 [paper] [bibtex]
  • Cheng Deng, Xianglong Liu, Yadong Mu, Jie Li.  Large-scale multi-task image labeling with adaptive relevance discovery and feature hashing.  Signal Processing, 2015 [paper] [bibtex]
  • Boyu Zhang, Xianglong Liu, Bo Lang.  Fast graph similarity search via locality sensitive hashing.  Pacific Rim Conference on Multimedia, 2015 [paper] [bibtex]
  • Jae-Pil Heo, Youngwoon Lee, Junfeng He, Shih-Fu Chang, Sung-Eui Yoon.  Spherical hashing: Binary code embedding with hyperspheres.  IEEE Transactions on Pattern Analysis and Machine Intelligence, 2015 [paper] [bibtex]
  • Tianxu Ji, Xianglong Liu, Cheng Deng, Lei Huang, Bo Lang.  Query-adaptive hash code ranking for fast nearest neighbor search.  ACM MM(Proceedings of the 22nd ACM international conference on Multimedia), 2014 [paper] [code] [bibtex]
  • A Shrivastava, P Li.  Improved densification of one permutation hashing.  arXiv, 2014 [paper] [bibtex]
  • Wei Liu, Cun Mu, Sanjiv Kumar, Shih-Fu Chang.  Discrete graph hashing.  Neural Information Processing Systems, 2014 [paper] [bibtex]
  • Danchen Zhang, Xianglong Liu, Bo Lang.  Hash bit selection using markov process for approximate nearest neighbor search.  Proceedings of International Conference on Advances in Mobile Computing & Multimedia, 2013 [paper] [bibtex]
  • Jae-Pil Heo, Youngwoon Lee, Junfeng He, Shih-Fu Chang, Sung-Eui Yoon.  Spherical hashing.  IEEE Conference on Computer Vision and Pattern Recognition, 2012 [paper] [bibtex]
  • Junfeng He, Jinyuan Feng, Xianglong Liu, Tao Cheng, Tai-Hsu Lin, Hyunjin Chung, Shih-Fu Chang.  Mobile product search with bag of hash bits and boundary reranking.  IEEE Conference on Computer Vision and Pattern Recognition, 2012 [paper] [bibtex]
  • Malcolm Slaney, Yury Lifshits, Junfeng He.  Optimal Parameters for Locality-Sensitive Hashing.  Proceedings of the IEEE, 2012 [paper] [bibtex]
  • Junfeng He, Regunathan Radhakrishnan, Shih-Fu Chang, Claus Bauer.  Compact hashing with joint optimization of search accuracy and time.  IEEE Conference on Computer Vision and Pattern Recognition, 2011 [paper] [bibtex]
  • Junfeng He, Tai-Hsu Lin, Jinyuan Feng, Shih-Fu Chang.  Mobile product search with bag of hash bits.  ACM MM(Proceedings of the 19th ACM international conference on Multimedia), 2011 [paper] [bibtex]
  • Wei Liu, Jun Wang, Sanjiv Kumar, Shih-Fu Chang.  Hashing with Graphs.  International Conference on Machine Learning, 2011 [paper] [bibtex]
  • Qinfeng Shi, Hanxi Li, Chunhua Shen.  Rapid face recognition using hashing.  IEEE Conference on Computer Vision and Pattern Recognition, 2010 [paper] [bibtex]