Name | Codebook | Architecture | Modality | Optimisation |
---|---|---|---|---|

F. Cakir, S. Sclaroff, 2015. Adaptive Hashing for Fast Similarity Search | Binary | Shallow | Unimodal | Stochastic Gradient Descent |

F. Cakir, K. He, S. Bargal, S. Sclaroff, 2017. MIHash: Online Hashing with Mutual Information | Binary | Shallow | Unimodal | Stochastic Gradient Descent |

F. Cakir, K. He, S. Sclaroff, 2018. Hashing with Binary Matrix Pursuit | Binary | Deep | Unimodal | Binary programming |

F. Cakir, K. He, S. Bargal, S. Sclaroff, 2019. Hashing with Mutual Information | Binary | Deep | Unimodal | Listwise Mutual Information loss |

Yue Cao, Mingsheng Long, Jianmin Wang, Han Zhu, 2016. Correlation Autoencoder Hashing for Supervised Cross-Modal Search | Binary | Deep | Cross-modal | Backpropagation |

Yue Cao, Mingsheng Long, Jianmin Wang, Qiang Yang, Philip S. Yu, 2016. Deep Visual-Semantic Hashing for Cross-Modal Retrieval | Binary | Deep | Unimodal | Backpropagation |

Yue Cao, Mingsheng Long, Jianmin Wang, Qiang Yang, Philip S. Yu, 2016. Deep Visual-Semantic Hashing for Cross-Modal Retrieval | Binary | Deep | Cross-modal | Backpropagation |

Yue Cao, Mingsheng Long, Jianmin Wang, Han Zhu, 2017. Correlation Autoencoder Hashing for Supervised Cross-Modal Search | Binary | Deep | Cross-modal | Backpropagation |

Zhangjie Cao, Mingsheng Long, Jianmin Wang, Philip S. Yu, 2017. HashNet: Deep Learning to Hash by Continuation | Binary | Deep | Unimodal | Backpropagation |

Yue Cao, Mingsheng Long, Bin Liu, Jianmin Wang, 2018. Deep Cauchy Hashing for Hamming Space Retrieval | Binary | Deep | Unimodal | Backpropagation |

Yue Cao, Mingsheng Long, Bin Liu, Jiamin Wang, 2018. HashGAN: Deep Learning to Hash with Pair Conditional Wasserstein GAN | Binary | Deep | Unimodal | Backpropagation |

Suthee Chaidaroon, Yi Fang, 2017. Variational Deep Semantic Hashing for Text Documents | Binary | Deep | Unimodal | Backpropagation |

Suthee Chaidaroon, Travis Ebesu, Yi Fang, 2019. Deep Semantic Text Hashing with Weak Supervision | Binary | Deep | Unimodal | Backpropagation |

Yudong Chen, Zhihui Lai, Yujuan Ding, Kaiyi Lin, Wai Keung Wong, 2019. Deep Supervised Hashing With Anchor Graph | Binary | Deep | Unimodal | Backpropagation |

Zhen-Duo Chen, Yongxin Wang, Hui-Qiong Li, Xin Luo, Liqiang Nie, Xin-Shun, 2019. A Two-step Cross-modal Hashing by Exploiting Label Correlations and Preserving Similarity in Both Steps | Binary | Shallow | Cross-Modal | Least Squares |

Quan Cui, Qing-Yuan Jiang, Xiu-Shen Wei, Wu-Jun Li, and Osamu Yoshie, 2020. ExchNet: A Unified Hashing Network for Large-Scale Fine-Grained Image Retrieval | Binary | Deep | Unimodal | Backpropagation |

G. Ding, Y. Guo, J. Zhou, 2014. Collective Matrix Factorization Hashing for Multimodal data | Binary | Shallow | Cross-modal | Matrix Factorisation |

Kun Ding, Chunlei Huo, Bin Fan, Chunhong Pan, 2015. kNN Hashing with Factorized Neighborhood Representation | Binary | Shallow | Unimodal | Gradient Descent |

Lixin Fan, 2013. Supervised binary hash code learning with jensen shannon divergence | Binary | Shallow | Unimodal | Minimise Bayes decision error |

Vijetha Gattupalli, Yaoxin Zhuo, Baoxin Li, 2019. Weakly Supervised Deep Image Hashing through Tag Embeddings | Binary | Deep | Cross-modal | Backpropagation |

T. Ge, K. He, J. Sun, 2014. Graph Cuts for Supervised Binary Coding | Binary | Shallow | Unimodal | Graph Cuts + Maximum Margin |

Casper Hansen, Christian Hansen, Jakob Grue Simonsen, Stephen Alstrup, Christina Lioma, 2020. Content-aware Neural Hashing for Cold-start Recommendation | Binary | Deep | Unimodal | Backpropagation |

K. He, F. Cakir, S. Bargal, S. Sclaroff, 2018. Hashing as Tie-Aware Learning to Rank | Binary | Deep | Unimodal | Average Precision and NDCG loss |

Peng Hu, Xu Wang, Liangli Zhen, Dezhong Peng, 2019. Separated Variational Hashing Networks for Cross-Modal Retrieval | Binary | Deep | Cross-Modal | Backpropagation |

Hengtong Hu, Lingxi Xie, Richang Hong, Qi Tian, 2020. Creating Something from Nothing: Unsupervised Knowledge Distillation for Cross-Modal Hashing | Binary | Deep | Cross-Modal | Backpropagation |

Long-Kai Huang, Jianda Chen, Sinno Jialin Pan, 2019. Accelerate Learning of Deep Hashing With Gradient Attention | Binary | Deep | Unimodal | Backpropagation |

P. Jain, B. Kulis, K. Grauman, 2009. Fast Similarity Search for Learned Metrics | Binary | Shallow | Unimodal | LogDet Divergence |

Qing-Yuan Jiang, Wu-Jun Li, 2017. Deep Cross-Modal Hashing | Binary | Deep | Cross-modal | Backpropagation |

Sheng Jin, Hongxun Yao, Xiaoshuai Sun, Shangchen Zhou, Lei Zhang, Xiansheng Hua, 2019. Deep Saliency Hashing for Fine-grained Retrieval | Binary | Deep | Unimodal | Backpropagation |

Wang-Cheng Kang, Wu-Jun Li, Zhi-Hua Zhou, 2016. Column Sampling Based Discrete Supervised Hashing | Binary | Shallow | Unimodal | Iterative Discrete Optimisation with Column Sampling |

Rong Kang, Yue Cao, Mingsheng Long (B), Jianmin Wang, and Philip S. Yu, 2019. Maximum-Margin Hamming Hashing | Binary | Deep | Unimodal | Backpropagation |

S. Kumar, R. Udupa, 2011. Learning hash functions for cross-view similarity search | Binary | Shallow | Cross-modal | Matrix Factorisation |

H. Lai, Y. Pan, Y. Liu, S. Yan, 2015. Simultaneous Feature Learning and Hash Coding with Deep Neural Networks | Binary | Deep | Unimodal | Backpropagation |

X. Li, G. Lin, C. Shen, A. Hengel, A. Dick, 2013. Learning Hash Functions Using Column Generation | Binary | Shallow | Unimodal | Maximum Margin |

Yan Li, Ruiping Wang, Haomiao Liu, Huajie Jiang, Shiguang Shan and Xilin Chen, 2015. Two Birds, One Stone: Jointly Learning Binary Code for Large-scale Face Image Retrieval and Attributes Prediction | Binary | Shallow | Unimodal | Block Coordinate Descent |

Wu-Jun Li, Sheng Wang and Wang-Cheng Kang, 2016. Feature Learning based Deep Supervised Hashing with Pairwise Labels | Binary | Deep | Unimodal | Backpropagation |

Qi Li, Zhenan Sun, Ran He, Tieniu Tan, 2017. Deep Supervised Discrete Hashing | Binary | Deep | Unimodal | Backpropagation |

Chuan-Xiang Li , Zhen-Duo Chen, Peng-Fei Zhang, Xin Luo, Liqiang Nie, Wei Zhang, Xin-Shun Xu, 2018. SCRATCH: A Scalable Discrete Matrix Factorization Hashing for Cross-Modal Retrieval | Binary | Shallow | Cross-Modal | Matrix Factorisation |

G. Lin, C. Shen, D. Suter, A. Hengel, 2013. A General Two-Step Approach to Learning-Based Hashing | Binary | Shallow | Unimodal | Block Coordinate Descent + Various Classifier |

Guosheng Lin, Chunhua Shen, Qinfeng Shi, Anton van den Hengel, and David Suter., 2014. Fast supervised hashing with decision trees for high-dimensional data | Binary | Shallow | Unimodal | Decision Trees |

Guosheng Lin, Chunhua Shen, Jianxin Wu., 2014. Optimizing Ranking Measures for Compact Binary Code Learning | Binary | Shallow | Unimodal | Ranking Measure (AUC |

Kevin Lin, Huei-Fang Yang, Jen-Hao Hsiao, Chu-Song Chen, 2015. Deep learning of binary hash codes for fast image retrieval | Binary | Deep | Unimodal | Backpropagation |

Zijia Lin, Guiguang Ding, Mingqing Hu and Jianmin Wang, 2015. Semantics-Preserving Hashing for Cross-View Retrieval | Binary | Shallow | Cross-modal | Kernel Logistics Regression |

V. Liong, J. Lu, G. Wang, P. Moulin, J. Zhou, 2015. Deep Hashing for Compact Binary Codes Learning | Binary | Deep | Unimodal | Backpropagation |

W. Liu, J. Wang, R. Ji, Y. Jiang, S. Chang, 2012. Supervised Hashing with Kernels | Binary | Shallow | Unimodal | Gradient Descent |

X. Liu, J. He, B. Lang, S. Chang, 2013. Hash Bit Selection: a Unified Solution for Selection Problems in Hashing | Binary | Shallow | Unimodal | Quadratic Programming |

X. Liu, J. He, C. Deng, B. Lang, 2014. Collaborative Hashing | Binary | Shallow | Cross-modal | Matrix Factorisation |

Xianglong Liu, Lei Huang, Cheng Deng, Jiwen Lu and Bo Land, 2015. Multi-View Complementary Hash Tables for Nearest Neighbor Search | Binary | Shallow | Cross-modal | Matrix Factorisation |

Xingbo Liu, Xiushan Nie, Xiaoming Xi, Lei Zhu, Yilong Yin, 2019. MoBoost: A Self-improvement Framework for Linear-based Hashing | Binary | Shallow | Unimodal | Least Squares |

Xingbo Liu, Xiushan Nie, Quan Zhou, Liqiang Nie, Yilong Yin, 2020. Model Optimization Boosting Framework for Linear Model Hash Learning | Binary | Shallow | Unimodal | Least Squares |

Fuchen Long, Ting Yao, Qi Dai, Xinmei Tian, Jiebo Luo, Tao Mei, 2018. Deep Domain Adaptation Hashing with Adversarial Learning | Binary | Deep | Cross-Modal | Backpropagation |

Xin Luo, Liqiang Nie, Xiangnan He, Ye Wu, Zhen-Duo Chen, Xin-Shun Xu, 2018. Fast Scalable Supervised Hashing | Binary | Shallow | Unimodal | Iterative Optimisation |

S. Moran, V. Lavrenko, 2015. Graph Regularised Hashing | Binary | Shallow | Unimodal | Maximum Margin |

S. Moran, V. Lavrenko, 2015. Regularised Cross-Modal Hashing | Binary | Shallow | Cross-modal | Maximum Margin |

S. Moran, 2016. Learning to Project and Binarise for Hashing-Based Approximate Nearest Neighbour Search | Natural Binary Code (NBC) | Shallow | Unimodal | Maximum Margin |

M. Norouzi, D. Fleet, R. Salakhutdinov, 2012. Hamming Distance Metric Learning | Binary | Shallow | Unimodal | Triplet Ranking Loss |

M. Ou, P. Cui, F. Wang, J. Wang, W. Zhu, S. Yang, 2013. Comparing apples to oranges: a scalable solution with heterogeneous hashing | Binary | Shallow | Cross-modal | Block Coordinate Descent |

Zhaofan Qiu, Yingwei Pan, Ting Yao, Tao Mei, 2017. Deep Semantic Hashing with Generative Adversarial Networks | Binary | Deep | Unimodal | Backpropagation |

Dinghan Shen, Qinliang Su, Paidamoyo Chapfuwa, Wenlin Wang, Guoyin Wang, Lawrence Carin, Ricardo Henao, 2018. NASH: Toward End-to-End Neural Architecture for Generative Semantic Hashing | Binary | Deep | Unimodal | Backpropagation |

Yuming Shen, Jie Qin,Jiaxin Chen, Li Liu, and Fan Zhu, 2019. Embarrassingly Simple Binary Representation Learning | Binary | Deep | Unimodal | Backpropagation |

Yuming Shen, Jie Qin, Jiaxin Chen, Mengyang Yu, Li Liu, Fan Zhu, Fumin Shen, Ling Shao, 2020. Auto-Encoding Twin-Bottleneck Hashing | Binary | Deep | Unimodal | Backpropagation |

A. Joly, O. Buisson, 2011. Random Maximum Margin Hashing | Binary | Shallow | Unimodal | Maximum Margin |

J. Song, Y. Yang, Y. Yang, Z. Huang, H. Shen, 2013. Inter-Media Hashing for Large-Scale Retrieval from Heterogeneous Data Sources | Binary | Shallow | Cross-modal | Matrix Factorisation |

Dongjin Song, Wei Liu, Rongrong Ji, David A. Meyer, John R. Smith, 2015. Top Rank Supervised Binary Coding for Visual Search | Binary | Shallow | Unimodal | Stochastic Gradient Descent |

Shupeng Su, Chao Zhang, Kai Han, Yonghong Tian, 2018. Greedy Hash: Towards Fast Optimization for Accurate Hash Coding in CNN | Binary | Deep | Unimodal | Backpropagation |

Changchang Sun, Xuemeng Song, Fuli Feng, Wayne Xin Zhao, Hao Zhang and Liqiang Nie, 2019. Supervised Hierarchical Cross-Modal Hashing | Binary | Deep | Cross-Modal | Backpropagation |

J. Wang, S. Kumar, and S. Chang, 2010. Semi-supervised hashing for scalable image retrieval | Binary | Shallow | Unimodal | Matrix Factorisation |

J. Wang, S. Kumar, S. Chang, 2010. Sequential projection learning for hashing with compact codes | Binary | Shallow | Unimodal | Matrix Factorisation |

Di Wang, Xinbo Gao, Xiumei Wang and Lihuo He, 2015. Semantic Topic Multimodal Hashing for Cross-Media Retrieval | Binary | Shallow | Cross-modal | Matrix Factorisation |

Zijian Wang, Zheng Zhang, Yadan Luo and Zi Huang, 2019. Deep Collaborative Discrete Hashing with Semantic-Invariant Structure | Binary | Deep | Unimodal | Backpropagation |

Xin Wang, Wenwu Zhu, Chenghao Liu, 2019. Semi-supervised Deep Quantization for Cross-modal Search | Binary | Deep | Cross-modal | Backpropagation |

Dayan Wu, Zheng Lin, Bo Li, Mingzhen Ye, Weiping Wang, 2017. Deep Supervised Hashing for Multi-Label and Large-Scale Image Retrieval | Binary | Deep | Unimodal | Backpropagation |

Dayan Wu, Qi Dai, Jing Liu, Bo Li, Weiping Wang, 2019. Deep Incremental Hashing Network for Efficient Image Retrieval | Binary | Deep | Unimodal | Backpropagation |

R. Xia, Y. Pan, H. Lai, C. Liu, S. Yan., 2014. Supervised Hashing via Image Representation Learning | Binary | Deep | Unimodal | Backpropagation |

Jiaming Xu, PengWang, Guanhua Tian, Bo Xu, Jun Zhao, Fangyuan Wang, Hongwei Hao, 2015. Convolutional Neural Networks for Text Hashing | Binary | Deep | Unimodal | Backpropagation |

Xu Lu, Lei Zhu, Zhiyong Cheng, Liqiang Nie and Huaxiang Zhang, 2019. Online Multi-modal Hashing with Dynamic Query-adaption | Binary | Deep | Cross-Modal | Backpropagation |

Cheng Yan, Guansong Pang, Xiao Bai, Chunhua Shen, Jun Zhou, Edwin Hancock, 2019. Deep Hashing by Discriminating Hard Examples | Binary | Deep | Unimodal | Backpropagation |

Li Yuan, Tao Wang, Xiaopeng Zhang, Zequn Jie, Francis EH Tay, Jiashi Feng, 2020. Central Similarity Hashing for Efficient Image and Video Retrieval | Binary | Deep | Unimodal | Backpropagation |

D. Zhang, J. Wang, D. Cai, and J. Lu, 2010. Self-Taught Hashing for Fast Similarity Search | Binary | Shallow | Unimodal | Matrix Factorisation + Maximum Margin |

D. Zhang, F. Wang, L. Si, 2011. Composite Hashing with Multiple Information Sources | Binary | Shallow | Cross-modal | Matrix Factorisation |

D. Zhang, W. Li, 2014. Large-scale supervised multimodal hashing with semantic correlation maximization | Binary | Shallow | Cross-modal | Matrix Factorisation |

P. Zhang, W. Zhang, W. Li, M. Guo, 2014. Supervised Hashing with Latent Factor Models | Binary | Shallow | Unimodal | Expectation Maximisation |

R. Zhang, L. Lin, R. Zhang, W. Zuo, L. Zhang, 2015. Bit-Scalable Deep Hashing With Regularized Similarity Learning for Image Retrieval and Person Re-Identification | Binary | Deep | Unimodal | Backpropagation |

Ziming Zhang, Yuting Chen, Venkatesh Saligrama, 2016. Efficient Training of Very Deep Neural Networks for Supervised Hashing | Binary | Deep | Unimodal | Backpropagation |

F. Zhao, Y. Huang, L. Wang, and T. Tan, 2015. Deep Semantic Ranking Based Hashing for Multi-Label Image Retrieval | Binary | Deep | Unimodal | Backpropagation |

Y. Zhen, D. Yeung, 2012. Co-Regularized Hashing for Multimodal Data | Binary | Shallow | Cross-modal | Concave-Convex Procedure (CCCP) |

Yi Zhen, Piyush Rai, Hongyuan Zha, and Lawrence Carin, 2015. Cross-Modal Similarity Learning via Pairs, Preferences, and Active Supervision | Binary | Shallow | Cross-modal | Bayesian |

Xiaofeng Zhu, Zi Huang, Heng Tao Shen, Xin Zhao, 2013. Linear cross-modal hashing for efficient multimedia search | Binary | Shallow | Cross-modal | Matrix Factorisation |

Han Zhu, Mingsheng Long, Jianmin Wang, Yue Cao, 2016. Deep Hashing Network for Efficient Similarity Retrieval | Binary | Deep | Unimodal | Backpropagation |