Deep Hashing via Discrepancy Minimization

Keywords

Hash function, Discrete optimization, Binary constraint, Computer science, Continuous optimization

References

• Similarity Search in High Dimensions via HashingAristides Gionis, Piotr Indyk, Rajeev Motwani — 1999
• Supervised Discrete HashingFumin Shen, Chunhua Shen, Wei Liu — 2015
• Semantics-preserving hashing for cross-view retrievalZijia Lin, Guiguang Ding, Mingqing Hu — 2015
• Deep semantic ranking based hashing for multi-label image retrievalFang Zhao, Yongzhen Huang, Liang Wang — 2015
• Bilinear random projections for locality-sensitive binary codesSaehoon Kim, Seungjin Choi — 2015
• Simultaneous feature learning and hash coding with deep neural networksHanjiang Lai, Yan Pan, Ye Liu — 2015
• Hashing with binary autoencodersMiguel Á. Carreira-Perpiñán, Ramin Raziperchikolaei — 2015
• Bit-Scalable Deep Hashing With Regularized Similarity Learning for Image Retrieval and Person Re-IdentificationRuimao Zhang, Liang Lin, Rui Zhang — 2015
• Deep hashing for compact binary codes learningVenice Erin Liong, Jiwen Lu, Gang Wang — 2015
• Supervised hashing with kernelsWei Liu, Jun Wang, Rongrong Ji — 2012
• NUS-WIDE: a real-world web image database from National University of SingaporeTat‐Seng Chua, Jinhui Tang, Richang Hong — 2009
• Semi-Supervised Hashing for Large-Scale SearchJun Wang, Sanjiv Kumar, Shih‐Fu Chang — 2012
• Iterative quantization: A procrustean approach to learning binary codesYunchao Gong, Svetlana Lazebnik — 2011
• The Power of Asymmetry in Binary HashingBehnam Neyshabur, Payman Yadollahpour, Yury Makarychev — 2013
• ImageNet: A large-scale hierarchical image databaseJia Deng, Wei Dong, Richard Socher — 2009
• A new approach to interdomain routing based on secure multi-party computationDebayan Gupta, Aaron Segal, Aurojit Panda — 2012
• Discrete Graph HashingWei Liu, Cun Mu, Sanjiv Kumar — 2014
• A General Two-Step Approach to Learning-Based HashingGuosheng Lin, Chunhua Shen, David Suter — 2013
• Fast Similarity Search for Learned MetricsBrian Kulis, Prateek Jain, Kristen Grauman — 2009
• 80 Million Tiny Images: A Large Data Set for Nonparametric Object and Scene RecognitionAntonio Torralba, Rob Fergus, William T. Freeman — 2008

Cited by

• Simultaneous Compression and Quantization: A Joint Approach for Efficient Unsupervised HashingTuan Hoang, Thanh-Toan Do, Huu Le — 2018
• Neurons Merging Layer: Towards Progressive Redundancy Reduction for Deep Supervised HashingChaoyou Fu, Liangchen Song, Xiang Wu — 2018
• DistillHash: Unsupervised Deep Hashing by Distilling Data PairsErkun Yang, Tongliang Liu, Cheng Deng — 2019
• SCRATCH: A Scalable Discrete Matrix Factorization Hashing Framework for Cross-Modal RetrievalZhen-Duo Chen, Chuan-Xiang Li, Xin Luo — 2020
• Deep Spherical Quantization for Image SearchSepehr Eghbali, Ladan Tahvildari — 2019
• Zero-Shot Deep Hashing and Neural Network Based Error Correction for Face Template ProtectionVeeru Talreja, Matthew C. Valenti, Nasser M. Nasrabadi — 2019
• Toward Making Unsupervised Graph Hashing DiscriminativeChao Ma, Chen Gong, Xiang Li — 2020
• Pairwise Teacher-Student Network for Semi-Supervised HashingShifeng Zhang, Jianmin Li, Bo Zhang — 2019
• Adaptive Labeling for Deep Learning to HashHuei‐Fang Yang, Cheng-Hao Tu, Chu‐Song Chen — 2019
• Robust Mutual Learning HashingLei Wu, Yang Fang, Hefei Ling — 2019
• Adaptive Labeling For Hash Code Learning Via Neural NetworksHuei‐Fang Yang, Cheng-Hao Tu, Chu‐Song Chen — 2019
• Unsupervised Variational Video Hashing With 1D-CNN-LSTM NetworksShuyan Li, Zhixiang Chen, Xiu Li — 2020
• Accelerate Learning of Deep Hashing With Gradient AttentionLong-Kai Huang, Jianda Chen, Sinno Jialin Pan — 2019
• Deep hashing based on triplet labels and quantitative regularization term with exponential convergenceZhuotong Liu, Chen Li, Lihua Tian — 2019
• Top Position Sensitive Ordinal Relation Preserving Bitwise Weight for Image RetrievalZhen Wang, Fuzhen Sun, Longbo Zhang — 2020
• Neighborhood Preserving Hashing for Scalable Video RetrievalShuyan Li, Zhixiang Chen, Jiwen Lu — 2019
• Deep Multi-View Enhancement Hashing for Image RetrievalChenggang Yan, Biao Gong, Yuxuan Wei — 2020
• Deep Semantic Reconstruction Hashing for Similarity RetrievalYunbo Wang, Xianfeng Ou, Jian Liang — 2021
• Targeted Attack for Deep Hashing based RetrievalJiawang Bai, Bin Chen, Yiming Li — 2020
• Deep Position-Aware Hashing for Semantic Continuous Image RetrievalRuikui Wang, Ruiping Wang, Shishi Qiao — 2020

Related papers

• Research on Discrete Multi-objective Optimization ProblemXueliang Zhang — 2011
• The Method Research of Hybrid Discrete Optimization Design with LINGO9.0 SoftwareJirong Yang — 2007
• Discrete Graph HashingWei Liu, Cun Mu, Sanjiv Kumar — 2014
• Equivalent Continuous Formulation of General Hashing ProblemShengnan Wang, Chunguang Li, Hui‐Liang Shen — 2019
• BATCH: A Scalable Asymmetric Discrete Cross-Modal HashingYongxin Wang, Xin Luo, Liqiang Nie — 2021
• Semi-Relaxation Supervised Hashing for Cross-Modal RetrievalPengfei Zhang, Chuan-Xiang Li, Meng‐Yuan Liu — 2017
• Strongly Constrained Discrete HashingYong Chen, Zhibao Tian, Hui Zhang — 2020