Supervised Projection Models | Awesome Similarity Search Papers

Supervised Projection Models

Supervised Projection Models are models that leverage available semantic supervision in the form of, for example: class labels or must-link and cannot-link constraints between data-point pairs. The models exploit this supervision during the learning process to maximise the occurrence of related data-points being hashed to the same hashtable buckets. These models typically exhibit the highest retrieval effectiveness but suffer the disadvantage of requiring manual labels which can be challenging to collect.
NameCodebookArchitectureModalityOptimisation
, . Binary Shallow Unimodal Stochastic Gradient Descent
, . Binary Shallow Unimodal Stochastic Gradient Descent
Fatih Cakir, Kun He, Stan Sclaroff, 2018. Hashing With Binary Matrix Pursuit Binary Deep Unimodal Binary programming
, . Binary Deep Unimodal Listwise Mutual Information loss
Yue Cao, Mingsheng Long, Jianmin Wang, Philip S. Yu, 2016. Correlation Hashing Network For Efficient Cross-modal Retrieval Binary Deep Cross-modal Backpropagation
, . Binary Deep Cross-modal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . 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
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Unimodal Backpropagation
Suthee Chaidaroon, Yi Fang, 2017. Variational Deep Semantic Hashing For Text Documents Binary Deep Unimodal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Shallow Cross-Modal Least Squares
Quan Cui, Qing-Yuan Jiang, Xiu-Shen Wei, Wu-Jun Li, Osamu Yoshie, 2020. Exchnet: A Unified Hashing Network For Large-scale Fine-grained Image Retrieval Binary Deep Unimodal Backpropagation
, . Binary Shallow Cross-modal Matrix Factorisation
, . Binary Shallow Unimodal Gradient Descent
, . Binary Deep Unimodal Backpropagation
, . Binary Shallow Unimodal Minimise Bayes decision error
, . Binary Deep Cross-modal Backpropagation
, . 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
, . Binary Deep Unimodal Average Precision and NDCG loss
, . 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
, . Binary Deep Unimodal Backpropagation
, . Binary Shallow Unimodal LogDet Divergence
Qing-Yuan Jiang, Xue Cui, Wu-Jun Li, 2017. Deep Discrete Supervised Hashing Binary Deep Cross-modal Backpropagation
Lu Jin, Zechao Li, Jinhui Tang, 2019. Deep Semantic Multimodal Hashing Network For Scalable Image-text And Video-text Retrievals Binary Deep Unimodal Backpropagation
, . Binary Shallow Unimodal Iterative Discrete Optimisation with Column Sampling
, . Binary Deep Unimodal Backpropagation
, . Binary Shallow Cross-modal Matrix Factorisation
, . Binary Deep Unimodal Backpropagation
, . Binary Shallow Unimodal Maximum Margin
, . Binary Shallow Unimodal Block Coordinate Descent
, . Binary Deep Unimodal Backpropagation
Qi Li, Zhenan Sun, Ran He, Tieniu Tan, 2017. Deep Supervised Discrete Hashing Binary Deep Unimodal Backpropagation
, . Binary Shallow Cross-Modal Matrix Factorisation
, . Binary Shallow Unimodal Block Coordinate Descent + Various Classifier
, . Binary Shallow Unimodal Decision Trees
, . Binary Shallow Unimodal Ranking Measure (AUC
, . Binary Deep Unimodal Backpropagation
, . Binary Shallow Cross-modal Kernel Logistics Regression
, . Binary Deep Unimodal Backpropagation
, . Binary Shallow Unimodal Gradient Descent
, . Binary Shallow Unimodal Quadratic Programming
, . Binary Shallow Cross-modal Matrix Factorisation
, . Binary Shallow Cross-modal Matrix Factorisation
, . Binary Shallow Unimodal Least Squares
, . Binary Shallow Unimodal Least Squares
, . Binary Deep Cross-Modal Backpropagation
, . Binary Shallow Unimodal Iterative Optimisation
, . Binary Shallow Unimodal Maximum Margin
, . Binary Shallow Cross-modal Maximum Margin
, . Natural Binary Code (NBC) Shallow Unimodal Maximum Margin
Pedro Morgado, Yunsheng Li, Jose Costa Pereira, Mohammad Saberian, Nuno Vasconcelos, 2020. Deep Hashing With Hash-consistent Large Margin Proxy Embeddings Binary Deep Unimodal Backpropagation
, . Binary Shallow Unimodal Triplet Ranking Loss
, . Binary Shallow Cross-modal Block Coordinate Descent
, . Binary Deep Unimodal Backpropagation
Chaitanya K. Ryali, John J. Hopfield, Leopold Grinberg, Dmitry Krotov, 2020. Bio-inspired Hashing For Unsupervised Similarity Search 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
, . 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
, . Binary Shallow Unimodal Maximum Margin
, . Binary Shallow Cross-modal Matrix Factorisation
, . Binary Shallow Unimodal Stochastic Gradient Descent
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Cross-Modal Backpropagation
, . Binary Shallow Unimodal Matrix Factorisation
, . Binary Shallow Unimodal Matrix Factorisation
, . Binary Shallow Cross-modal Matrix Factorisation
Zijian Wang, Zheng Zhang, Yadan Luo, Zi Huang, 2019. Deep Collaborative Discrete Hashing With Semantic-invariant Structure Binary Deep Unimodal Backpropagation
, . Binary Deep Cross-modal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Cross-Modal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Shallow Unimodal Matrix Factorisation + Maximum Margin
, . Binary Shallow Cross-modal Matrix Factorisation
, . Binary Shallow Cross-modal Matrix Factorisation
, . Binary Shallow Unimodal Expectation Maximisation
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Deep Unimodal Backpropagation
, . Binary Shallow Cross-modal Concave-Convex Procedure (CCCP)
, . Binary Shallow Cross-modal Bayesian
, . Binary Shallow Cross-modal Matrix Factorisation
, . Binary Deep Unimodal Backpropagation