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Unsupervised Hashing Models

Unsupervised Hashing Models are models that account for the distribution of the data in an unsupervised manner without the need manually acquired labels. They typically achieve this by using techniques that factorise the data covariance matrix or cluster related data-points into groups. These models generally exhibit a good retrieval effectiveness lying somewhere between the data independent and supervised models, but suffer from the considerable advantage of being computationally expensive at training time due to the matrix factorisation component.
NameArchitecture
Alexandr Andoni, Daniel Beaglehole, 2021. Learning to Hash Robustly, with Guarantees Shallow
M. Bawa, T. Condie, P. Ganesan, 2005. LSH Forest: Self-Tuning Indexes for Similarity Search Shallow
, . Shallow
M. Carreira-Perpinan, R. Raziperchikolaei, 2015. Hashing with Binary Autoencoders Deep
L. Chen, H. Esfandiari, G. Fu, V. Mirrokni, 2019. Locality-Sensitive Hashing for f-Divergences: Mutual Information Loss and Beyond Shallow
Miaomiao Cheng, Liping Jing, Michael K. Ng, 2021. Robust Unsupervised Cross-modal Hashing for Multimedia Retrieval Deep
Y. Gong, S. Lazebnik, 2011. Iterative Quantization: A Procrustean Approach to Learning Binary Codes Shallow
Y. Gong, S. Kumar, H. Rowley, S. Lazebnik, 2013. Learning Binary Codes for High-Dimensional Data Using Bilinear Projections Shallow
Casper Hansen, Christian Hansen, Jakob Grue Simonsen, Stephen Alstrup, Christina Lioma, 2020. Unsupervised Semantic Hashing with Pairwise Reconstruction Deep
Xiangyu He, Peisong Wang, Jian Cheng, 2019. K-Nearest Neighbors Hashing Shallow
J. Heo, Y. Lee, J. He, S. Chang, S. Yoon, 2012. Spherical Hashing Shallow
G. Irie, Z. Li, X. Wu, S. Chang, 2014. Locally Linear Hashing for Extracting Non-Linear Manifolds Shallow
P. Jain, S. Vijayanarasimhan, K. Grauman, 2010. Hashing Hyperplane Queries to Near Points with Applications to Large-Scale Active Learning Shallow
Q. Jiang, W. Li, 2015. Scalable Graph Hashing with Feature Transformation Shallow
Z. Jin, Y. Hu, Y. Lin, D. Zhang, S. Lin, D. Cai, X. Li, 2013. Complementary Projection Hashing Shallow
Sheng Jin, Hongxun Yao, Qin Zhou, Yao Liu, Jianqiang Huang, Xiansheng Hua, 2021. Unsupervised Discrete Hashing with Affinity Similarity Deep
W. Kong, W. Li, 2012. Isotropic Hashing Shallow
B. Kulis, K. Grauman, 2009. Kernelized Locality-Sensitive Hashing for Scalable Image Search Shallow
B. Kulis, T. Darrell, 2009. Learning to Hash with Binary Reconstructive Embeddings Shallow
Cong Leng, Jiaxiang Wu, Jian Cheng, Xi Zhang and Hanqing Lu, 2015. Hashing for Distributed Data Shallow
Ping Li, Trevor J Hastie, Kenneth W. Church, 2006. Very Sparse Random Projections Shallow
P. Li, 2015. 0-Bit Consistent Weighted Sampling Shallow
Shuyan Li, Zhixiang Chen, Jiwen Lu, Xiu Li, and Jie Zhou, 2019. Neighborhood Preserving Hashing for Scalable Video Retrieval Deep
Shuyan Li, Zhixiang Chen, Jiwen Lu, Xiu Li, Jie Zhou, 2019. Neighborhood Preserving Hashing for Scalable Video Retrieval Deep
, . Deep
W. Liu, J. Wang, S. Kumar, S. Chang, 2011. Hashing with Graphs Shallow
W. Liu, C. Mu, S. Kumar, S. Chang, 2014. Discrete Graph Hashing Shallow
Song Liu, Shengsheng Qian, Yang Guan, Jiawei Zhan, Long Ying, 2020. Joint-modal Distribution-based Similarity Hashing for Large-scale Unsupervised Deep Cross-modal Retrieval Deep
Jianglin Lu, Zhihui Lai, Hailing Wang, Jie Zhou, 2020. Label Self-Adaption Hashing for Image Retrieval Shallow
Q. Lv, W. Josephson, Z. Wang, M. Charikar, K. Li, 2007. Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search Shallow
Lopamudra Mukherjee, Sathya N. Ravi, Vamsi K. Ithapu, Tyler Holmes and Vikas Singh, 2015. An NMF perspective on Binary Hashing Shallow
B. Neyshabur, R. Salakhutdinov, N. Srebro, 2013. The Power of Asymmetry in Binary Hashing Shallow
, . Shallow
M. Norouzi, D. Fleet, 2011. Minimal Loss Hashing Shallow
Loic Pauleve, Herve Jegou, Laurent Amsaleg, 2010. Locality sensitive hashing: a comparison of hash function types and querying mechanisms Shallow
M. Rastegari, V. Ordonez, J. Redmon, A. Farhadi, 2016. XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Deep
Kexin Rong, Clara E. Yoon, Karianne J. Bergen, Hashem Elezabi,Peter Bailis, Philip Levis, Gregory C. Beroza, 2018. Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science Shallow
R. Salakhutdinov, G. Hinton, 2007. Semantic Hashing Deep
Fumin Shen, Yan Xu, Li Liu, Yang Yang, Zi Huang, Heng Tao Shen, 2018. Unsupervised Deep Hashing with Similarity-Adaptive and Discrete Optimization Deep
A. Shrivastava, P. Li, 2014. Asymmetric LSH (ALSH) for Sublinear Time Maximum Inner Product Search (MIPS). Shallow
Jingkuan Song, Hanwang Zhang, Xiangpeng Li, Lianli Gao, Meng Wang, Richang Hong, 2018. Self-Supervised Video Hashing with Hierarchical Binary Auto-encoder Deep
Shupeng Su, Zhisheng Zhong, Chao Zhang, 2019. Deep Joint-Semantics Reconstructing Hashing for Large-Scale Unsupervised Cross-Modal Retrieval Deep
Suhas Jayaram Subramanya, Fnu Devvrit, Harsha Vardhan Simhadri, Ravishankar Krishnawamy, Rohan Kadekodi, 2019. DiskANN: Fast Accurate Billion-point Nearest Neighbor Search on a Single Node Shallow
Narayanan Sundaram, Aizana Turmukhametova, Nadathur Satish, Todd Mostak, Piotr Indyk, Samuel Madden and Pradeep Dubey, 2013. Streaming Similarity Search over one Billion Tweets using Parallel Locality-Sensitive Hashing Shallow
Yucheng Wang, Mingyuan Zhou, Yu Sun, Xiaoning Qian, 2023. Uncertainty-aware Unsupervised Video Hashing Deep
Y. Weiss, A. Torralba, R. Fergus, 2009. Spectral Hashing Shallow
Y. Weiss, R. Fergus, A. Torralba, 2012. Multidimensional Spectral Hashing Shallow
I. Torres-Xirau, J. Salvador, E. PĂ©rez-Pellitero, 2014. Fast Approximate Nearest-Neighbor Field by Cascaded Spherical Hashing Shallow
B. Xu, J. Bu, Y. Chen, X. He, D. Cai, 2013. Harmonious Hashing Shallow
Jiaming Xu, PengWang, Guanhua Tian, Bo Xu, Jun Zhao, Fangyuan Wang, Hongwei Hao, 2015. Convolutional Neural Networks for Text Hashing Deep
Erkun Yang, Tongliang Liu, Cheng Deng, Wei Liu, Dacheng Tao, 2019. DistillHash: Unsupervised Deep Hashing by Distilling Data Pairs Deep
Fanghua Ye, Jarana Manotumruksa, Emine Yilmaz, 2020. Unsupervised Few-Bits Semantic Hashing with Implicit Topics Modeling Deep
F. Yu, S. Kumar, Y. Gong, S. Chang, 2014. Circulant Binary Embedding Shallow
Jun Yu, Hao Zhou, Yibing Zhan, Dacheng Tao, 2021. Deep Graph-neighbor Coherence Preserving Network for Unsupervised Cross-modal Hashing Deep
Lei Zhang, Yongdong Zhang, Jinhui Tang, Ke Lu, Qi Tian, 2013. Binary Code Ranking with Weighted Hamming Distance Shallow
Peng-Fei Zhang, Yadan Luo, Zi Huang, Xin-Shun Xu, Jingkuan Song, 2021. High-order nonlocal Hashing for unsupervised cross-modal retrieval Deep