F. Cakir, S. Sclaroff, 2015. Adaptive Hashing for Fast Similarity Search |
Shallow |
Unimodal |
F. Cakir, K. He, S. Bargal, S. Sclaroff, 2017. MIHash: Online Hashing with Mutual Information |
Shallow |
Unimodal |
F. Cakir, K. He, S. Sclaroff, 2018. Hashing with Binary Matrix Pursuit |
Deep |
Unimodal |
F. Cakir, K. He, S. Bargal, S. Sclaroff, 2019. Hashing with Mutual Information |
Deep |
Unimodal |
Yue Cao, Mingsheng Long, Jianmin Wang, Han Zhu, 2016. Correlation Autoencoder Hashing for Supervised Cross-Modal Search |
Deep |
Cross-modal |
Yue Cao, Mingsheng Long, Jianmin Wang, Qiang Yang, Philip S. Yu, 2016. Deep Visual-Semantic Hashing for Cross-Modal Retrieval |
Deep |
Unimodal |
Yue Cao, Mingsheng Long, Jianmin Wang, Qiang Yang, Philip S. Yu, 2016. Deep Visual-Semantic Hashing for Cross-Modal Retrieval |
Deep |
Cross-modal |
Yue Cao, Mingsheng Long, Jianmin Wang, Han Zhu, 2017. Correlation Autoencoder Hashing for Supervised Cross-Modal Search |
Deep |
Cross-modal |
Zhangjie Cao, Mingsheng Long, Jianmin Wang, Philip S. Yu, 2017. HashNet: Deep Learning to Hash by Continuation |
Deep |
Unimodal |
Yue Cao, Mingsheng Long, Bin Liu, Jianmin Wang, 2018. Deep Cauchy Hashing for Hamming Space Retrieval |
Deep |
Unimodal |
Yue Cao, Mingsheng Long, Bin Liu, Jiamin Wang, 2018. HashGAN: Deep Learning to Hash with Pair Conditional Wasserstein GAN |
Deep |
Unimodal |
Suthee Chaidaroon, Yi Fang, 2017. Variational Deep Semantic Hashing for Text Documents |
Deep |
Unimodal |
Suthee Chaidaroon, Travis Ebesu, Yi Fang, 2019. Deep Semantic Text Hashing with Weak Supervision |
Deep |
Unimodal |
Zhixiang Chen, Xin Yuan, Jiwen Lu*, Qi Tian, and Jie Zhou,, 2018. Deep Hashing via Discrepancy Minimization |
Deep |
Unimodal |
Yudong Chen, Zhihui Lai, Yujuan Ding, Kaiyi Lin, Wai Keung Wong, 2019. Deep Supervised Hashing With Anchor Graph |
Deep |
Unimodal |
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 |
Shallow |
Cross-Modal |
Yong Chen, Hui Zhang, Zhibao Tian, Jun Wang, Dell Zhang, Xuelong Li, 2020. Enhanced Discrete Multi-modal Hashing: More Constraints yet Less Time to Learn |
Deep |
Unimodal |
Yong Chen, Hui Zhang, Zhibao Tian, Jun Wang, Dell Zhang, Xuelong Li, 2020. Enhanced Discrete Multi-modal Hashing: More Constraints yet Less Time to Learn |
Deep |
Unimodal |
Yong Chen, Zhibao Tian, Hui Zhang, Jun Wang, Dell Zhang, 2020. Strongly Constrained Discrete Hashing |
Deep |
Unimodal |
Yong Chen, Yuqing Hou, Shu Leng, Ping Hu, Zhouchen Lin, and Dell Zhang, 2021. Long-Tail Hashing |
Deep |
Unimodal |
Rui Chen, Hongbin Wang, 2024. Supervised Consensus Anchor Graph Hashing for Cross Modal Retrieval |
Shallow |
Cross-Modal |
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 |
Deep |
Unimodal |
Cheng Deng, Erkun Yang, Tongliang Liu, Dacheng Tao, 2020. Two-Stream Deep Hashing With Class-Specific Centers for Supervised Image Search |
Deep |
Unimodal |
G. Ding, Y. Guo, J. Zhou, 2014. Collective Matrix Factorization Hashing for Multimodal data |
Shallow |
Cross-modal |
Kun Ding, Chunlei Huo, Bin Fan, Chunhong Pan, 2015. kNN Hashing with Factorized Neighborhood Representation |
Shallow |
Unimodal |
Yihe Dong, Piotr Indyk, Ilya Razenshteyn, Tal Wagner, 2020. Learning Space Partitions for Nearest Neighbor Search |
Deep |
Unimodal |
Lixin Fan, 2013. Supervised binary hash code learning with jensen shannon divergence |
Shallow |
Unimodal |
Lixin Fan, Kam Woh Ng, Ce Ju, Tianyu Zhang, Chee Seng Chan, 2020. Deep Polarized Network for Supervised Learning of Accurate Binary Hashing Codes |
Deep |
Unimodal |
Vijetha Gattupalli, Yaoxin Zhuo, Baoxin Li, 2019. Weakly Supervised Deep Image Hashing through Tag Embeddings |
Deep |
Cross-modal |
T. Ge, K. He, J. Sun, 2014. Graph Cuts for Supervised Binary Coding |
Shallow |
Unimodal |
Casper Hansen, Christian Hansen, Jakob Grue Simonsen, Stephen Alstrup, Christina Lioma, 2020. Content-aware Neural Hashing for Cold-start Recommendation |
Deep |
Unimodal |
K. He, F. Cakir, S. Bargal, S. Sclaroff, 2018. Hashing as Tie-Aware Learning to Rank |
Deep |
Unimodal |
Sobhan Hemati, Mohammad Hadi Mehdizavareh, Shojaeddin Chenouri, Hamid R Tizhoosh, 2022. A non-alternating graph hashing algorithm for large scale image search |
Shallow |
Unimodal |
Jiun Tian Hoe, Kam Woh Ng, Tianyu Zhang,Chee Seng Chan,Yi-Zhe Song,Tao Xiang, 2021. One Loss for All: Deep Hashing with a Single Cosine Similarity based Learning Objective |
Deep |
Unimodal |
Peng Hu, Xu Wang, Liangli Zhen, Dezhong Peng, 2019. Separated Variational Hashing Networks for Cross-Modal Retrieval |
Deep |
Cross-Modal |
Hengtong Hu, Lingxi Xie, Richang Hong, Qi Tian, 2020. Creating Something from Nothing: Unsupervised Knowledge Distillation for Cross-Modal Hashing |
Deep |
Cross-Modal |
Long-Kai Huang, Jianda Chen, Sinno Jialin Pan, 2019. Accelerate Learning of Deep Hashing With Gradient Attention |
Deep |
Unimodal |
P. Jain, B. Kulis, K. Grauman, 2009. Fast Similarity Search for Learned Metrics |
Shallow |
Unimodal |
Wenzhe Jia, Yuan Cao, Junwei Liu, Jie Gui, 2023. Fast Online Hashing with Multi-Label Projection |
Deep |
Unimodal |
Qing-Yuan Jiang, Wu-Jun Li, 2017. Deep Cross-Modal Hashing |
Deep |
Cross-modal |
Sheng Jin, Hongxun Yao, Xiaoshuai Sun, Shangchen Zhou, Lei Zhang, Xiansheng Hua, 2019. Deep Saliency Hashing for Fine-grained Retrieval |
Deep |
Unimodal |
Sheng Jin, Shangchen Zhou, Yao Liu, Chao Chen, Xiaoshuai Sun, Hongxun Yao, Xiansheng Hua, 2020. SSAH: Semi-supervised Adversarial Deep Hashing with Self-paced Hard Sample Generation |
Deep |
Unimodal |
Wang-Cheng Kang, Wu-Jun Li, Zhi-Hua Zhou, 2016. Column Sampling Based Discrete Supervised Hashing |
Shallow |
Unimodal |
Rong Kang, Yue Cao, Mingsheng Long (B), Jianmin Wang, and Philip S. Yu, 2019. Maximum-Margin Hamming Hashing |
Deep |
Unimodal |
S. Kumar, R. Udupa, 2011. Learning hash functions for cross-view similarity search |
Shallow |
Cross-modal |
Aditya Kusupati, Matthew Wallingford, Vivek Ramanujan, Raghav Somani, Jae Sung Park, Krishna Pillutla, Prateek Jain, Sham Kakade, Ali Farhadi, 2021. LLC: Accurate, Multi-purpose Learnt Low-dimensional Binary Codes |
Deep |
Unimodal |
H. Lai, Y. Pan, Y. Liu, S. Yan, 2015. Simultaneous Feature Learning and Hash Coding with Deep Neural Networks |
Deep |
Unimodal |
X. Li, G. Lin, C. Shen, A. Hengel, A. Dick, 2013. Learning Hash Functions Using Column Generation |
Shallow |
Unimodal |
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 |
Shallow |
Unimodal |
Wu-Jun Li, Sheng Wang and Wang-Cheng Kang, 2016. Feature Learning based Deep Supervised Hashing with Pairwise Labels |
Deep |
Unimodal |
Qi Li, Zhenan Sun, Ran He, Tieniu Tan, 2017. Deep Supervised Discrete Hashing |
Deep |
Unimodal |
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 |
Shallow |
Cross-Modal |
Shuyan Li, Xiu Li, Jiwen Lu, Jie Zhou, 2021. Self-Supervised Video Hashing via Bidirectional Transformers |
Deep |
Unimodal |
G. Lin, C. Shen, D. Suter, A. Hengel, 2013. A General Two-Step Approach to Learning-Based Hashing |
Shallow |
Unimodal |
Guosheng Lin, Chunhua Shen, Qinfeng Shi, Anton van den Hengel, and David Suter., 2014. Fast supervised hashing with decision trees for high-dimensional data |
Shallow |
Unimodal |
Guosheng Lin, Chunhua Shen, Jianxin Wu., 2014. Optimizing Ranking Measures for Compact Binary Code Learning |
Shallow |
Unimodal |
Kevin Lin, Huei-Fang Yang, Jen-Hao Hsiao, Chu-Song Chen, 2015. Deep learning of binary hash codes for fast image retrieval |
Deep |
Unimodal |
Zijia Lin, Guiguang Ding, Mingqing Hu and Jianmin Wang, 2015. Semantics-Preserving Hashing for Cross-View Retrieval |
Shallow |
Cross-modal |
V. Liong, J. Lu, G. Wang, P. Moulin, J. Zhou, 2015. Deep Hashing for Compact Binary Codes Learning |
Deep |
Unimodal |
Venice Erin Liong, Jiwen Lu, Yap-Peng Tan, and Jie Zhou, 2017. Cross-Modal Deep Variational Hashing |
Deep |
Cross-Modal |
Venice Erin Liong, Jiwen Lu, Ling-Yu Duan, and Yap-Peng Tan, 2020. Deep Variational and Structural Hashing |
Deep |
Cross-Modal |
W. Liu, J. Wang, R. Ji, Y. Jiang, S. Chang, 2012. Supervised Hashing with Kernels |
Shallow |
Unimodal |
X. Liu, J. He, B. Lang, S. Chang, 2013. Hash Bit Selection: a Unified Solution for Selection Problems in Hashing |
Shallow |
Unimodal |
X. Liu, J. He, C. Deng, B. Lang, 2014. Collaborative Hashing |
Shallow |
Cross-modal |
Xianglong Liu, Lei Huang, Cheng Deng, Jiwen Lu and Bo Land, 2015. Multi-View Complementary Hash Tables for Nearest Neighbor Search |
Shallow |
Cross-modal |
Li Liu, Ling Shao, Fumin Shen, Mengyang Yu, 2017. Discretely Coding Semantic Rank Orders for Supervised Image Hashing |
Deep |
Unimodal |
Xingbo Liu, Xiushan Nie, Xiaoming Xi, Lei Zhu, Yilong Yin, 2019. MoBoost: A Self-improvement Framework for Linear-based Hashing |
Shallow |
Unimodal |
Xingbo Liu, Xiushan Nie, Quan Zhou, Liqiang Nie, Yilong Yin, 2020. Model Optimization Boosting Framework for Linear Model Hash Learning |
Shallow |
Unimodal |
Fuchen Long, Ting Yao, Qi Dai, Xinmei Tian, Jiebo Luo, Tao Mei, 2018. Deep Domain Adaptation Hashing with Adversarial Learning |
Deep |
Cross-Modal |
Xin Luo, Liqiang Nie, Xiangnan He, Ye Wu, Zhen-Duo Chen, Xin-Shun Xu, 2018. Fast Scalable Supervised Hashing |
Shallow |
Unimodal |
S. Moran, V. Lavrenko, 2015. Graph Regularised Hashing |
Shallow |
Unimodal |
S. Moran, V. Lavrenko, 2015. Regularised Cross-Modal Hashing |
Shallow |
Cross-modal |
S. Moran, 2016. Learning to Project and Binarise for Hashing-Based Approximate Nearest Neighbour Search |
Shallow |
Unimodal |
Pedro Morgado, Yunsheng Li, Jose Costa Pereira, Mohammad Saberian, Nuno Vasconcelos, 2021. Deep Hashing with Hash-Consistent Large Margin Proxy Embeddings |
Deep |
Unimodal |
M. Norouzi, D. Fleet, R. Salakhutdinov, 2012. Hamming Distance Metric Learning |
Shallow |
Unimodal |
M. Ou, P. Cui, F. Wang, J. Wang, W. Zhu, S. Yang, 2013. Comparing apples to oranges: a scalable solution with heterogeneous hashing |
Shallow |
Cross-modal |
Zhaofan Qiu, Yingwei Pan, Ting Yao, Tao Mei, 2017. Deep Semantic Hashing with Generative Adversarial Networks |
Deep |
Unimodal |
Chaitanya K. Ryali, John J. Hopfield, Leopold Grinberg, Dmitry Krotov, 2020. Bio-Inspired Hashing for Unsupervised Similarity Search |
Deep |
Unimodal |
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 |
Deep |
Unimodal |
Yuming Shen, Jie Qin,Jiaxin Chen, Li Liu, and Fan Zhu, 2019. Embarrassingly Simple Binary Representation Learning |
Deep |
Unimodal |
Yuming Shen, Jie Qin, Jiaxin Chen, Mengyang Yu, Li Liu, Fan Zhu, Fumin Shen, Ling Shao, 2020. Auto-Encoding Twin-Bottleneck Hashing |
Deep |
Unimodal |
A. Joly, O. Buisson, 2011. Random Maximum Margin Hashing |
Shallow |
Unimodal |
J. Song, Y. Yang, Y. Yang, Z. Huang, H. Shen, 2013. Inter-Media Hashing for Large-Scale Retrieval from Heterogeneous Data Sources |
Shallow |
Cross-modal |
Dongjin Song, Wei Liu, Rongrong Ji, David A. Meyer, John R. Smith, 2015. Top Rank Supervised Binary Coding for Visual Search |
Shallow |
Unimodal |
Shupeng Su, Chao Zhang, Kai Han, Yonghong Tian, 2018. Greedy Hash: Towards Fast Optimization for Accurate Hash Coding in CNN |
Deep |
Unimodal |
Changchang Sun, Xuemeng Song, Fuli Feng, Wayne Xin Zhao, Hao Zhang and Liqiang Nie, 2019. Supervised Hierarchical Cross-Modal Hashing |
Deep |
Cross-Modal |
Changchang Sun, Hugo Latapie, Gaowen Liu, Yan Yan, 2022. Deep Normalized Cross-Modal Hashing With Bi-Direction Relation Reasoning |
Deep |
Cross-Modal |
J. Wang, S. Kumar, and S. Chang, 2010. Semi-supervised hashing for scalable image retrieval |
Shallow |
Unimodal |
J. Wang, S. Kumar, S. Chang, 2010. Sequential projection learning for hashing with compact codes |
Shallow |
Unimodal |
Di Wang, Xinbo Gao, Xiumei Wang and Lihuo He, 2015. Semantic Topic Multimodal Hashing for Cross-Media Retrieval |
Shallow |
Cross-modal |
Zijian Wang, Zheng Zhang, Yadan Luo and Zi Huang, 2019. Deep Collaborative Discrete Hashing with Semantic-Invariant Structure |
Deep |
Unimodal |
Xin Wang, Wenwu Zhu, Chenghao Liu, 2019. Semi-supervised Deep Quantization for Cross-modal Search |
Deep |
Cross-modal |
Ziwei Wang, Quan Zheng, Jiwen Lu, and Jie Zhou, 2020. Deep Hashing with Active Pairwise Supervision |
Deep |
Unimodal |
Di Wang, Quan Wang, Yaqiang An, Xinbo Gao, Yumin Tian, 2020. Online Collective Matrix Factorization Hashing for Large-Scale Cross-Media Retrieval |
Shallow |
Cross-modal |
Xunguang Wang, Zheng Zhang, Baoyuan Wu, Fumin Shen, Guangming Lu, 2021. Prototype-Supervised Adversarial Network for Targeted Attack of Deep Hashing |
Deep |
Unimodal |
Xiu-Shen Wei, Xiu-Shen_Wei,Yang Shen, Xuhao Sun, Han-Jia Ye, Jian Yang, 2021. A-Net: Learning Attribute-Aware Hash Codes for Large-Scale Fine-Grained Image Retrieval |
Deep |
Unimodal |
Zhenyu Weng, Yuesheng Zhu, 2020. Online Hashing with Efficient Updating of Binary Codes |
Shallow |
Unimodal |
Dayan Wu, Zheng Lin, Bo Li, Mingzhen Ye, Weiping Wang, 2017. Deep Supervised Hashing for Multi-Label and Large-Scale Image Retrieval |
Deep |
Unimodal |
Dayan Wu, Qi Dai, Jing Liu, Bo Li, Weiping Wang, 2019. Deep Incremental Hashing Network for Efficient Image Retrieval |
Deep |
Unimodal |
R. Xia, Y. Pan, H. Lai, C. Liu, S. Yan., 2014. Supervised Hashing via Image Representation Learning |
Deep |
Unimodal |
Jiaming Xu, PengWang, Guanhua Tian, Bo Xu, Jun Zhao, Fangyuan Wang, Hongwei Hao, 2015. Convolutional Neural Networks for Text Hashing |
Deep |
Unimodal |
Xu Lu, Lei Zhu, Zhiyong Cheng, Liqiang Nie and Huaxiang Zhang, 2019. Online Multi-modal Hashing with Dynamic Query-adaption |
Deep |
Cross-Modal |
Cheng Yan, Guansong Pang, Xiao Bai, Chunhua Shen, Jun Zhou, Edwin Hancock, 2019. Deep Hashing by Discriminating Hard Examples |
Deep |
Unimodal |
Huei-Fang Yang, Cheng-Hao Tu, Chu-Song Chen, 2019. Adaptive Labeling for Deep Learning to Hash |
Deep |
Unimodal |
Zhan Yang, Jun Long, Lei Zhu, Wenti Huang, 2020. Nonlinear Robust Discrete Hashing for Cross-Modal Retrieval |
Deep |
Cross-modal |
Xin Yuan, Liangliang Ren, Jiwen Lu, and Jie Zhou, 2018. Towards Optimal Deep Hashing via Policy Gradient |
Deep |
Unimodal |
Li Yuan, Tao Wang, Xiaopeng Zhang, Zequn Jie, Francis EH Tay, Jiashi Feng, 2020. Central Similarity Hashing for Efficient Image and Video Retrieval |
Deep |
Unimodal |
D. Zhang, J. Wang, D. Cai, and J. Lu, 2010. Self-Taught Hashing for Fast Similarity Search |
Shallow |
Unimodal |
D. Zhang, F. Wang, L. Si, 2011. Composite Hashing with Multiple Information Sources |
Shallow |
Cross-modal |
D. Zhang, W. Li, 2014. Large-scale supervised multimodal hashing with semantic correlation maximization |
Shallow |
Cross-modal |
P. Zhang, W. Zhang, W. Li, M. Guo, 2014. Supervised Hashing with Latent Factor Models |
Shallow |
Unimodal |
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 |
Deep |
Unimodal |
Ziming Zhang, Yuting Chen, Venkatesh Saligrama, 2016. Efficient Training of Very Deep Neural Networks for Supervised Hashing |
Deep |
Unimodal |
Donglin Zhang, Xiaojun Wu, Zhen Liu, Jun Yu, Josef Kittler, 2020. Fast Discrete Cross-Modal Hashing Based on Label Relaxation and Matrix Factorization |
Shallow |
Cross-modal |
Yongfei Zhang, Cheng Peng, Zhang Jingtao, Xianglong Liu, Shiliang Pu, Changhuai Chen, 2020. Hierarchical Deep Hashing for Fast Large Scale Image Retrieval |
Deep |
Unimodal |
Ming Zhang, Xuefei Zhe, Shifeng Chen and Hong Yan, 2021. Deep Center-Based Dual-Constrained Hashing for Discriminative Face Image Retrieval |
Deep |
Unimodal |
F. Zhao, Y. Huang, L. Wang, and T. Tan, 2015. Deep Semantic Ranking Based Hashing for Multi-Label Image Retrieval |
Deep |
Unimodal |
Y. Zhen, D. Yeung, 2012. Co-Regularized Hashing for Multimodal Data |
Shallow |
Cross-modal |
Yi Zhen, Piyush Rai, Hongyuan Zha, and Lawrence Carin, 2015. Cross-Modal Similarity Learning via Pairs, Preferences, and Active Supervision |
Shallow |
Cross-modal |
Xiaofeng Zhu, Zi Huang, Heng Tao Shen, Xin Zhao, 2013. Linear cross-modal hashing for efficient multimedia search |
Shallow |
Cross-modal |
Han Zhu, Mingsheng Long, Jianmin Wang, Yue Cao, 2016. Deep Hashing Network for Efficient Similarity Retrieval |
Deep |
Unimodal |