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Hashing based ANN Search Methods: Papers + Codes

😍Normal

😄Single-Modal

  • Traditional-Unsupervised

1998 STOC Approximate nearest neighbors: Towards removing the curse of dimensionality(LSH)[Paper][Code1][Code2]
2008 NIPS Spectral hashing(SH)[Paper][Code]
2010 ICML Sequential projection learning for hashing with compact codes(SpH)[Paper][Code]
2011 CVPR Iterative quantization: A procrustean approach to learning binary codes(PCAH)
2011 CVPR Iterative quantization: A procrustean approach to learning binary codes(ITQ)[Paper][Code]
2014 TCYB Density sensitive hashing(DSH)[Paper][Code]

  • Deep-Unsupervised

2015 CVPR Deep Hashing for Compact Binary Codes Learning(DH)[Paper]
2016 CVPR/2019 TPAMI Learning compact binary descriptors with unsupervised deep neural networks(DeepBit)[Paper][Code]
2017 ICML Stochastic generative hashing(SGH)[Paper][Code]
2018 AAAI/2020 IJCV Binary generative adversarial networks for image retrieval(BGAN)[Paper][Code]
2018 NIPS Greedy hash: Towards fast optimization for accurate hash coding in cnn(GreedyHash)[Paper][Code1][Code2]
2018 NIPS Bingan: Learning compact binary descriptors with a regularized gan(BinGAN)[Paper][Code]
2018 IJCAI Semantic structure-based unsupervised deep hashing(SSDH)[Paper][Code]
2018 TPAMI Unsupervised deep hashing with similarity-adaptive and discrete optimization(SADH)[Paper][Code]
2019 TIP Unsupervised Semantic-Preserving Adversarial Hashing for Image Search(USPAH)[Paper]
2019 CVPR DistillHash: Unsupervised deep hashing by distilling data pairs(DistillHash)[Paper][Code]
2019 IJCV Unsupervised Binary Representation Learning with Deep Variational Networks(DVB)[Paper]
2020 IJCAI MLS3RDUH: Deep Unsupervised Hashing via Manifold based Local Semantic(MLS³RDUH)[Paper][Code]
2020 CVPR Auto-encoding twin-bottleneck hashing(TBH)[Paper][Code]
2020 MM Deep Unsupervised Hybrid-similarity Hadamard Hashing(DU3H)[Paper]
2021 AAAI Deep Unsupervised Image Hashing by Maximizing Bit Entropy(DMBE)[Paper][Code1][Code2]
2021 ICCV Self-supervised Product Quantization for Deep Unsupervised Image Retrieval(SPQ)[Paper][Code]
2021 TCSVT Unsupervised Deep K-Means Hashing for Efficient Image Retrieval and Clustering(UDKH)[Paper]
2021 TCSVT Unsupervised Deep Multi-Similarity Hashing With Semantic Structure for Image Retrieval(UDMSH)[Paper]
2021 IJCAI Unsupervised Hashing with Contrastive Information Bottleneck(CJBHash)[Paper][Code]
2021 IJCAI CIMON: Towards High-quality Hash Codes(CIMON)[Paper]
2021 TIP Unsupervised Discrete Hashing With Affinity Similarity(UDH)[Paper]
2021 TMM Deep Unsupervised Self-Evolutionary Hashing for Image Retrieval(DUSH)[Paper]
2021 MM A Statistical Approach to Mining Semantic Similarity for Deep Unsupervised Hashing(DATE)[Paper]
2021 ICME Deep Unsupervised Hashing by Global and Local Consistency(GLC)[Paper]
2021 CIKM Deep Self-Adaptive Hashing for Image Retrieval(DSAH)[Paper]
2022 AAAI Deep Unsupervised Hashing with Latent Semantic Components(DSCH)[Paper][Code]
2022 Neuro Unsupervised deep hashing with pretrained semantic information distillation and preservation(PSIDP)[Paper][Code]
2022 AAAI Contrastive Quantization with Code Memory for Unsupervised Image Retrieval(MeCoQ)[Paper][Code]
2022 IJCAI Improved Deep Unsupervised Hashing with Fine-grained Semantic Similarity Mining for Multi-Label Image Retrieval(HAMAN)[Paper]
2022 MM Improved Deep Unsupervised Hashing via Prototypical Learning(PURPLE)[Paper]
2022 SPL Improve Deep Unsupervised Hashing via Structural and Intrinsic Similarity Learning(HashSIM)[Paper][Code]
2023 TCSVT Deep Learning based Image Retrieval with Unsupervised Double Bit Hashing(UDBH)[Paper]
2023 TCSVT Unsupervised Hashing Retrieval via Efficient Correlation Distillation(CDUH)[Paper]
2023 MM Unsupervised Hashing with Contrastive Learning by Exploiting Similarity Knowledge and Hidden Structure of Data(CGHash)[Paper][Code]
2023 PACMMOD Unsupervised Hashing with Semantic Concept Mining(UHSCM)[Paper][Code]
2023 BMVC Unsupervised Hashing with Similarity Distribution Calibration(SDC)[Paper][Code]

  • Deep-Supervised

2014 SIGIR Supervised Hashing with Latent Factor Model(LFH)[Paper][Code]
2015 CVPR Supervised Discrete Hashing(SDH)[Paper][Code]
2015 CVPR Deep Learning of Binary Hash Codes for Fast Image Retrieval(DLBC)[Paper][Code]
2016 CVPR Deep Supervised Hashing for Fast ImaDeep Supervised Hashing for Fast Image Retrievalge Retrieval(DSH)[Paper][Code1][Code2]
2016 IJCAI Feature Learning based Deep Supervised Hashing with Pairwise Labels(DPSH)[Paper][Code1][Code2]
2016 AAAI Deep Hashing Network for Efficient Similarity Retrieval(DHN)[Paper][Code1][Code2]
2016 ACCV Deep Supervised Hashing with Triplet Labels(DTSH)[Paper][Code1][Code2]
2017 ICCV HashNet: Deep Learning to Hash by Continuation(HashNet)[Paper][Code1][Code2]
2017 NIPS Deep Supervised Discrete Hashing(DSDH)[Paper][Code1][Code2]
2017 MM Deep Asymmetric Pairwise Hashing(DAPH)[Paper][Code]
2017 IJCAI Locality-Constrained Deep Supervised Hashing for Image Retrieval(LCDSH)[Paper][Code]
2018 TPAMI Supervised Learning of Semantics-Preserving Hash via Deep Convolutional Neural Networks(SSDH)[Paper][Code]
2018 arXiv Instance Similarity Deep Hashing for Multi-Label Image Retrieval(ISDH)[Paper][Code1][Code2]
2018 AAAI Asymmetric Deep Supervised Hashing(ADSH)[Paper][Code1][Code2][Code3]
2018 IJCAI Semantic Structure-based Unsupervised Deep Hashing(SSDH)[Paper][Code]
2018 CVPR Deep cauchy hashing for hamming space retrieval(DCH)[Paper][Code1][Code2]
2018 ECCV ForestHash: Semantic Hashing with Shallow Random Forests and Tiny Convolutional Networks(ForestHash)[Paper]
2018 ECCV Hashing with Binary Matrix Pursuit(HBMP)[Paper][Code]
2018 ECCV Relaxation-Free Deep Hashing via Policy Gradient[Paper]
2018 MM Deep Priority Hashing(DPH)[Paper][Code]
2018 MM Post Tuned Hashing: A New Approach to Indexing High-dimensional Data(PTH)[Paper][Code]
2018 SIGIR Parameterizing Kterm Hashing(PKH)[Paper]
2019 AAAI SADIH: Semantic-Aware DIscrete Hashing(SADIH)[Paper]
2019 SIGIR Deep Collaborative Discrete Hashing with Semantic-Invariant Structure[Paper]
2019 BMVC Push for Quantization: Deep Fisher Hashing(DFH)[Paper][Code1][Code2]
2019 TMM Improved Deep Hashing with Soft Pairwise Similarity for Multi-label Image(IDHN)[Paper][Code1][Code2]
2019 ICCV Deep Supervised Hashing with Anchor Graph(DAGH)[Paper][Code1][Code2]
2019 IEEE ACCESS Deep Supervised Hashing Based on Stable Distribution(DHSHD)[Paper][Code]
2019 IEEE ACCESS Dual Asymmetric Deep Hashing Learning(DADH)[Paper][Code]
2019 Neuro Deep balanced discrete hashing for image retrieval(DBDH)[Paper][Code]
2020 CVPR Central Similarity Quantization for Efficient Image and Video Retrieval(CSQ)[Paper][Code1][Code2]
2020 CVPR Self-supervised asymmetric deep hashing with margin-scalable constraint(SADH)[Paper][Code]
2020 ECCV Targeted Attack for Deep Hashing based Retrieval(DHTA)[Paper][Code]
2020 NIPS One Loss for All: Deep Hashing with a Single Cosine Similarity based Learning Objective(OrthoHash)[Paper][Code]
2020 ECCV Deep Hashing with Active Pairwise Supervision(DH-APS)[Paper]
2020 ECCV Deep Hash Distillation for Image Retrieval(DHD)[Paper][Code]
2021 MM Two-pronged Strategy: Lightweight Augmented Graph Network Hashing for Scalable Image Retrieval(LAGNH)[Paper][Code]
2021 MM Weighted Gaussian Loss based Hamming Hashing(WGLHH)[Paper][Code]
2021 SIGIR Long-Tail Hashing(LTHNet)[Paper][Code]
2021 SIGIR Binary Neural Network Hashing for Image Retrieval(BNNH)[Paper]
2021 TCSVT Deep Semantic Reconstruction Hashing for Similarity Retrieval(DSRH)[Paper]
2021 TCSVT Deep Transfer Hashing for Image Retrieval(DTH)[Paper]
2021 TCSVT Dual-Level Semantic Transfer Deep Hashing for Efficient Social Image Retrieval(DSTDH)[Paper][Code]
2021 TCYB Deep Category-Level and Regularized Hashing With Global Semantic Similarity Learning(DCRH)[Paper]
2021 TIP Adversarial Multi-Label Variational Hashing(AMVH)[Paper]
2021 TIP Deep Multiple Instance Hashing for Fast Multi-Object Image Search(DMIH)[Paper]
2021 TIP Learning Efficient Hash Codes for Fast Graph-Based Data Similarity Retrieval(HGNN)[Paper]
2021 TKDE Collaborative Learning for Extremely Low Bit Asymmetric Hashing(MAH)[Paper][Code]
2021 TMM Deep Hashing With Weighted Spatial Importance(DWSH)[Paper]
2021 TMM Deep Loss Driven Multi-Scale Hashing Based on Pyramid Connected Network(DLDMSH)[Paper]
2021 TMM Rank-Consistency Deep Hashing for Scalable Multi-Label Image Search(RCDH)[Paper]
2021 TNNLS Transductive Zero-Shot Hashing for Multilabel Image Retrieval(T-MLZSH)[Paper][Code]
2022 TMM Hash Bit Selection With Reinforcement Learning for Image Retrieval(HBS-RL)[Paper][Code]
2022 TMM HHF: Hashing-guided Hinge Function for Deep Hashing Retrieval(HHF)[Paper][Code]
2022 TMM IDHashGAN: Deep Hashing With Generative Adversarial Nets for Incomplete Data Retrieval(IDHashGAN)[Paper][Code]
2022 TCYB Indexing-Min-Max Hashing Relaxing the Security-Performance Tradeoff for Cancelable Fingerprint Templates(IMM hashing)[Paper][Code]
2022 TIP Fine-Grained Hashing With Double Filtering(FISH)[Paper][Code]
2022 TIP Sub-Region Localized Hashing for Fine-Grained Image Retrieva(sRLH)[Paper][Code]
2022 CVPR One Loss for Quantization: Deep Hashing with Discrete Wasserstein Distributional Matching[Paper][Code]
2022 ECCV SEMICON: A Learning-to-Hash Solution for Large-Scale Fine-Grained Image Retrieval(SEMICON)[Paper][Code]
2022 ECCV ExchNet: A Unified Hashing Network for Large-Scale Fine-Grained Image Retrieval(ExchNet)[Paper]
2022 IJCAI A Probabilistic Code Balance Constraint with Compactness and Informativeness Enhancement for Deep Supervised Hashing[Paper][Code]
2022 IJCAI Attention-guided Contrastive Hashing for Long-tailed Image Retrieval(ACHNet)[Paper][Code]
2022 MM Webly Supervised Image Hashing with Lightweight Semantic Transfer Network(WSIH)[Paper][Code]
2022 MM HyP² Loss : Beyond Hypersphere Metric Space for Multi-label Image Retrieval(HyP2-Loss)[Paper][Code]
2023 CVPR Deep Hashing With Minimal-Distance-Separated Hash Centers[Paper][Code]
2023 SIGIR Asymmetric Hashing for Fast Ranking via Neural Network Measures[Paper]
2023 SIGIR SCHash: Speedy Simplicial Complex Neural Networks via Randomized Hashing(SCHash)[Paper][Code]
2023 TBD Deep Incremental Hashing for Semantic Image Retrieval With Concept Drift(DIH)[Paper]
2023 TBD Supervised Discrete Multiple-Length Hashing for Image Retrieval(SDMLH)[Paper]
2023 TCSVT Deep Adaptive Quadruplet Hashing with Probability Sampling for Large-Scale Image Retrieval(DAQH)[Paper]
2023 TCSVT Learnable Locality-Sensitive Hashing for Video Anomaly Detection(LLSH)[Paper][Code]
2023 TGRS Deep Saliency Smoothing Hashing for Drone Image Retrieval(DSSH)[Paper]
2023 TKDE Intra-Category Aware Hierarchical Supervised Document Hashing(IHDH)[Paper][Code]
2023 TKDE LASH: Large-Scale Academic Deep Semantic Hashing(LASH)[Paper][Code]
2023 TKDE Zero-Shot Hashing via Asymmetric Ratio Similarity Matrix(ZSH)[Paper]
2023 TMM Deep Neighborhood Structure-Preserving Hashing for Large-Scale Image Retrieval(DNSH)[Paper]
2023 TMM Knowledge Distillation Hashing for Occluded Face Retrieval(KDH)[Paper]
2023 TNNLS Bit Reduction for Locality-Sensitive Hashing[Paper]
2023 TMM Label-affinity Self-adaptive Central Similarity Hashing for Image Retrieval(LSCSH)[Paper][Code]
2023 TIP Hierarchical Hashing Learning for Image Set Classification(HHL)[Paper]
2023 TIP Multi-Label Hashing for Dependency Relations Among Multiple Objectives(DRMH)[Paper][Code]

😄Cross-Modal

  • Traditional-Unsupervised

2010 CVPR Data fusion through cross-modality metric learning using similarity-sensitive hashing(CMSSH)[Paper]
2011 IJCAI Learning hash functions for cross-view similarity search(CVH)[Paper][Code]
2013 SIGKDD Inter-media hashing for large-scale retrieval from heterogeneous data sources(IMH)[Paper][Code]
2013 MM Linear cross-modal hashing for efficient multimedia search(LCMH)[Paper]
2014 CVPR Collective matrix factorization hashing for multimodal data(CMFH)[Paper][Code1][Code2]
2014 SIGIR Latent semantic sparse hashing for cross_x005f modal similarity search(LSSH)[Paper][Code]
2017 CVPR Cross-Modality Binary Code Learning via Fusion Similarity Hashing(FSH)[Paper][Code]
2017 TCYB Semi-paired discrete hashing: Learning latent hash codes for semi-paired cross-view retrieval(SPDH)[Paper]
2018 TCSVT Robust and flexible discrete hashing for cross-modal similarity search(RFDH)[Paper][Code]

  • Deep-Unsupervised

2018 AAAI Unsupervised Generative Adversarial Cross-modal Hashing(UGACH)[Paper][Code1][Code2]
2018 CVPR Self-Supervised Adversarial Hashing Networks for Cross-Modal Retrieval(SSAH)[Paper][Code1][Code2][Code3][Code4][Code5]
2018 ECCV Attention-aware Deep Adversarial Hashing for Cross-Modal Retrieval(ADAH)[Paper][Code]
2018 IJCAI Unsupervised Deep Hashing via Binary Latent Factor Models for Large-scale Cross-modal(UDCMH)[Paper]
2018 TMM Deep Binary Reconstruction for Cross-modal Hashing(DBRC)[Paper]
2019 MM Deep binary reconstruction for cross-modal hashing(DBRC)[Paper]
2019 KDS Multimodal adversarial network for cross-modal retrieval(MAN)[Paper][Code]
2019 TOMM Cross-modal Generative Adversarial Networks for Common Representation Learning(CMGANS)[Paper][Code]
2019 ICCV Joint-Semantics Reconstructing Hashing for Large-Scale Unsupervised Cross-Modal Retrieval(DJSRH)[Paper][Code1][Code2]
2020 ICMR Deep Adversarial Discrete Hashing for Cross-Modal Retrieval(DADH)[Paper][Code]
2020 IJCNN Unsupervised_Deep_Imputed_Hashing_for_Partial_Cross-modal_Retrieval(UDIH)[Paper][Code]
2020 TMM Multi-pathway Generative Adversarial Hashing for Unsupervised Cross-modal Retrieval(MGAH)[Paper][Code]
2020 ICMR Deep Semantic-Alignment Hashing for Unsupervised Cross-Modal Retrieval(DSAH)[Paper][Code]
2020 SIGIR Joint-modal Distribution-based Similarity Hashing for Large-scale Unsupervised Deep Cross-modal Retrieval(JDSH)[Paper][Code1][Code2]
2020 CVPR Creating Something from Nothing Unsupervised Knowledge Distillation for Cross-Modal Hashing(UKD)[Paper][Code]
2021 ICASSP Deep Adversarial Quantization Network for Cross-modal Retrieval(DAQN)[Paper][Code]
2021 AAAI Similarity Reasoning and Filtration for Image-Text Matching(SGRAF)[Paper][Code]
2021 AAAI Deep Graph-neighbor Coherence Preserving Network for Unsupervised Cross-modal Hashing(DGCPN)[Paper][Code]
2021 TCSVT Deep Multiscale Fusion Hashing for Cross-Modal Retrieval(DMFH)[Paper]
2021 TCSVT Fast Unmediated Hashing for Cross-Modal Retrieval(FUH)[Paper]
2021 TKDE BATCH A Scalable Asymmetric Discrete Cross-Modal Hashing(BATCH)[Paper]
2021 TMM Mask Cross-Modal Hashing Networks(MDCH)[Paper]
2021 TPAMI MTFH A Matrix Tri-Factorization Hashing Framework for Efficient Cross-Modal Retrieval(MTFH)[Paper]
2021 AAAI Dual Adversarial Graph Neural Networks for Multi-label Cross-modal Retrieval(DAGNN)[Paper]
2021 MM Joint-teaching: Learning to Refine Knowledge for Resource-constrained Unsupervised Cross-modal Retrieval(JOG)[Paper]
2022 TKDE Correlation-Identity Reconstruction Hashing for Unsupervised Cross-modal Retrieval(CIRH)[Paper][Code]
2022 TCSVT Deep Adaptively-Enhanced Hashing with Discriminative Similarity Guidance for Unsupervised Cross-modal Retrieval(DAEH)[Paper][Code]
2022 arXiv Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing(DUCH)[Paper][Code]
2022 AAAI Bi-CMR: Bidirectional Reinforcement Guided Hashing for Effective Cross-Modal Retrieval(Bi-CMR)[Paper]
2022 CVPR Cross Modal Retrieval With Querybank Normalisatio(QB-NORM)[Paper][Code]
2022 CVPR EI-CLIP: Entity-aware Interventional Contrastive Learning for E-commerce Cross-modal Retrieval(EI-CLIP)[Paper]
2022 MM Differentiable Cross-modal Hashing via Multimodal Transformers(DCHMT)[Paper][Code]
2022 MM Adaptive Structural Similarity Preserving for Unsupervised Cross Modal Hashin(ASSPH)[Paper]
2023 TCSVT Disperse Asymmetric Subspace Relation Hashing for Cross-Modal Retrieval(DASRH)[Paper]
2023 TCSVT Semantic Disentanglement Adversarial Hashing for Cross-Modal Retrieval(SDAH)[Paper]
2023 TCSVT Targeted Adversarial Attack against Deep Cross-modal Hashing Retrieval(TA-DCH)[Paper][Code]
2023 TCSVT Unsupervised Cross-modal Hashing with Modality-interaction(UCHM)[Paper]
2023 TKDE Deep Cross-Modal Proxy Hashing(DCPH)[Paper]
2023 TKDE Modality-Invariant Asymmetric Networks for Cross-Modal Hashing(MIAN)[Paper]
2023 TKDE Two-stage Asymmetric Similarity Preserving Hashing for Cross-modal Retrieval(TASPH)[Paper]
2023 TMM Adaptive Marginalized Semantic Hashing for Unpaired Cross-Modal Retrieval(AMSH)[Paper]
2023 TMM Deep Cross-modal Hashing Based on Semantic Consistent Ranking(DCH-SCR)[Paper]
2023 TMM Hierarchical Consensus Hashing for Cross-Modal Retrieval(HCCH)[Paper][Code]
2023 TMM Hierarchical Semantic Structure Preserving Hashing for Cross-Modal Retrieval(HSSPH)[Paper]
2023 TMM Unsupervised Cross-modal Hashing via Semantic Text Mining(UCH-STM)[Paper][Code]
2023 TPAMI Unsupervised Contrastive Cross-modal Hashing(UCCH) [Paper][Code]

  • Deep-Supervised

2017 CVPR Deep Cross-Modal Hashing(DCMH)[Paper][Code1][Code2][Code3][Code4][Code5]
2017 MM Adversarial Cross-Modal Retrieval(ACMR)[Paper][Code]
2017 AAAI Collective Deep Quantization for Efficient Cross-Modal Retrieval(CDQ)[Paper][Code]
2017 ICIP Label Consistent Matrix Factorization based Hashing for Cross Modal Retrieval(LCMFH)[Paper][Code]
2018 TCYB Semi-supervised Cross-modal Hashing by Generative Adversarial Network(SCHGAN)[Paper][Code]
2018 DASFAA Subspace Relation Learning for Cross-modal Hashing(SRLCH)[Paper][Code]
2018 TIP Generalized Semantic Preserving Hashing for Cross-Modal Retrieval(GPSH)[Paper][Code]
2019 ICMR Adversary Guided Asymmetric Hashing for Cross-Modal Retrieval(TFNH)[Paper][Code]
2019 SIGIR Scalable Deep Multimodal Learning for Cross-Modal Retrieval(SDML)[Paper][Code]
2019 SIGIR Deep Collaborative Discrete Hashing With Semantic-Invariant Structure Construction(DCDH)[Paper][Code]
2019 CVPR Deep Supervised Cross-modal Retrieval(DSCMR)[Paper][Code]
2019 ICMR Adversary Guided Asymmetric Hashing for Cross-Modal Retrieval(AGAH)[Paper][Code]
2019 TIP Discrete Latent Factor Model for Cross-Modal Hashing(DLFH)[Paper][Code1][Code2]
2019 TPAMI MTFH: A Matrix Tri-Factorization Hashing Framework for Efficient Cross-Modal Retrieval(MTFH)[Paper][Code]
2020 Neuro Self-Constraining and Attention-based Hashing Network for Bit-Scalable Cross-Modal Retrieval(SCAHN)[Paper][Code]
2020 TKDE BATCH:A Scalable Asymmetric Discrete Cross-Modal Hashing(BATCH)[Paper][Code1][Code2]
2020 MM Supervised Hierarchical Deep Hashing for Cross-Modal Retrieval(SHDCH)[Paper][Code]
2020 TKDE Deep Cross-Modal Hashing with Hashing Functions and Unified Hash Codes Jointly Learning(DCHUC)[Paper][Code1][Code2]
2020 TIP Multi-task consistency-preserving adversarial hashing for corss-modal retrieval(CPAH)[Paper][Code]
2021 TCYB Fast Cross-Modal Hashing with Global and Local Similarity Embedding(FCMH)[Paper][Code]
2021 ICME Efficient Fine-Grained Visual-Text Search Using Adversarially-Learned Hash Codes(ADV)[Paper][Code]
2021 SP Multi-Label Semantics Preserving based Deep Cross-Modal Hashing(MLSPH)[Paper][Code]
2021 TNNLS FDDH: Fast Discriminative Discrete Hashing for Large-Scale Cross-Modal Retrieval(FDDH)[Paper][Code]
2021 TKDE Adaptive Label Correlation Based Asymmetric Discrete Hashing for Cross-modal Retrieval(ALECH)[Paper][Code]
2021 IJCAI Deep Unified Cross-Modality Hashing by Pairwise Data Alignment(DUCMH)[Paper]
2021 AAAI Dual Adversarial Graph Neural Networks for Multi-label Cross-modal Retrieval(DAGNN)[Paper]
2021 TCSVT Fast Unmediated Hashing for Cross-Modal Retrieval(FUH)[Paper]
2021 TMM Mask Cross-Modal Hashing Networks(MDCH)[Paper]
2022 MM Differentiable Cross-modal Hashing via Multimodal Transformers(DCMHT)[Paper][Code]
2022 Neuro Multi-label enhancement based self-supervised deep cross-modal hashing(MESDCH)[Paper][Code]
2022 TMM Teacher-Student Learning: Efficient Hierarchical Message Aggregation Hashing for Cross-Modal Retrieval(HMAH)[Paper][Code]
2022 IS Semi-Supervised Cross-Modal Hashing with Multi-view Graph Representation(MGCH)[Paper][Code]
2022 TKDE Weakly-Supervised Enhanced Semantic-Aware Hashing for Cross-Modal Retrieval(WASH)[Paper][Code]
2022 TOIS Efficient Query-based Black-Box Attack against Cross-modal Hashing Retrieval(EQB2A)[Paper][Code]
2022 TCSVT A High-Dimensional Sparse Hashing Framework for Cross-Modal Retrieval(HSCH)[Paper][Code]
2022 TNNLS Graph Convolutional Network Discrete Hashing for Cross-Modal Retrieval(GCDH)[Paper][Code]
2022 TKDE Modality-Invariant Asymmetric Networks for Cross-Modal Hashing -- PyTorch Implementation(MIAN)[Paper][Code]
2022 JoI A Framework for Enabling Unpaired Multi-Modal Learning for Deep Cross-Modal Hashing Retrieval(UMML)[Paper][Code]
2022 arXiv Prototype-Based Layered Federated Cross-Modal Hashing(PLFedCMH)[Paper][Code]
2022 TCSVT Discrete Semantic Alignment Hashing for Cross-Media Retrieval(DSAH)[Paper]
2022 TIP Joint Specifics and Consistency Hash Learning for Large-Scale Cross-Modal Retrieval(SCLCH)[Paper]
2022 TMM Asymmetric Correlation Quantization Hashing for Cross-Modal Retrieval(ACQH)[Paper]
2022 arXiv Adaptive Marginalized Semantic Hashing for Unpaired Cross-Modal Retrieval(AMSH)[Paper][Code]
2023 TCSVT Deep Semantic-aware Proxy Hashing for Multi-label Cross-modal Retrieval(DSPH)[Paper][Code]
2023 TCSVT Disperse Asymmetric Subspace Relation Hashing for Cross-Modal Retrieval(DASRH)[Paper]
2023 TCSVT Targeted Adversarial Attack against Deep Cross-modal Hashing Retrieval(TA-DCH)[Paper][Code]
2023 TMM Adaptive Marginalized Semantic Hashing for Unpaired Cross-Modal Retrieval(AMSH)[Paper][Code]
2023 TMM Hierarchical Consensus Hashing for Cross-Modal Retrieval(HCCH)[Paper][Code]
2023 TNNLS Three-Stage Semisupervised Cross-Modal Hashing With Pairwise Relations Exploitation(TS3H)[Paper]
2023 TMM Semi-Supervised Knowledge Distillation for Cross-Modal Hashing(SKDCH)[Paper]
2023 TMM Partial Multi-Modal Hashing via Neighbor-aware Completion Learning(NCH)[Paper][Code]
2023 TMM Hierarchical Semantic Structure Preserving Hashing for Cross-Modal Retrieval(HSSPH)[Paper]
2023 TKDE Two-stage Asymmetric Similarity Preserving Hashing for Cross-modal Retrieval(TASPH)[Paper]
2023 TCSVT Semantic Disentanglement Adversarial Hashing for Cross-Modal Retrieval(SDAH)[Paper]
2023 TKDE Discrete Robust Matrix Factorization Hashing for Large-Scale Cross-Media Retrieval(DRMFH)[Paper]

😍Graph

😄Single-Modal

  • Unsupervised

2021 TIP Learning Efficient Hash Codes for Fast Graph-Based Data Similarity Retrieval(HGNN)[Paper]
2021 MM Two-pronged Strategy Lightweight Augmented Graph Network Hashing for Scalable Image Retrieval(LAGNH)[Paper][Code1][Code2]

  • Supervised

2020 TCYB Graph Convolutional Network Hashing(GCN)[Paper][Code]
2021 MM Multi-label Pattern Image Retrieval via Attention Mechanism Driven Graph Convolutional Network(GCN-AMD)[Paper]

😄Cross-Modal

  • Unsupervised

2021 AAAI Deep Graph-neighbor Coherence Preserving Network for Unsupervised(DGCPN)[Paper][Code]
2022 TMM Aggregation-Based Graph Convolutional Hashing for Unsupervised Cross-Modal Retrieval(AGCH)[Paper]

  • Supervised

2019 IJCAI Graph Convolutional Network Hashing for Cross-Modal Retrieval(GCH)[Paper][Code]
2020 ICIP Semi-Supervised_Graph_Convolutional_Hashing_Network_For_Large-Scale_Cross-Modal_Retrieval(SGCN)[Paper][Code]
2021 MM Graph Convolutional Multi-modal Hashing for Flexible Multimedia Retrieval(GCMH)[Paper]
2021 MM Local Graph Convolutional Networks for Cross-Modal Hashing(LGCNH)[Paper][Code]
2021 AAAI Dual Adversarial Graph Neural Networks for Multi-label Cross-modal Retrieval(DAGNN)[Paper][Code]
2021 MM Exploring Graph-Structured Semantics for Cross-Modal Retrieval(GCR)[Paper][Code]
2021 MM Graph Convolutional Multi-modal Hashing for Flexible Multimedia Retrieval(FGCMH)[Paper]
2021 ICCV Wasserstein Coupled Graph Learning for Cross-Modal Retrieval(WCGL)[Paper]
2022 TNNLS Graph Convolutional Network Discrete Hashing for Cross-Modal Retrieval(GCDH)[Paper][Code]
2022 TMM Adaptive Label-Aware Graph Convolutional Networks for Cross-Modal Retrieval(ALGCN)[Paper][Code]

😍Online

😄Single-Modal

  • Traditional-Supervised

2013 IJCAI Online hashing(OKH)[Paper][Code]
2015 ICCV Adaptive hashing for fast similarity search(AdaptHash)[Paper][Code]
2015 ICIP Online supervised hashing(OSH)[Paper][Code]
2017 ICCV/2019 TPAMI Online Hashing with Mutual Information(MIHash)[Paper][Code]
2018 MM Supervised Online Hashing via Hadamard Codebook Learning(HCOH)[Paper][Code1][Code2]
2019 AAAI Towards Optimal Discrete Online Hashing with Balanced Similarity(BSODH)[Paper][Code]
2019 AAAI Online Hashing with Efficient Updating of Binary Codes(OHWEU)[Paper][Code]
2019 TPAMI Fast Class-wise Updating for Online Hashing(FCOH)[Paper][Code]
2019 CLUSTER Parallel image search application based on online hashing hierarchical ranking(MAPREDUCE)[Paper]
2019 Neuro A fast online spherical hashing method based on data sampling for large scale image retrieval(OSpH)[Paper]
2019 ACCESS Online Supervised Sketching Hashing for Large-Scale Image Retrieval(OSSH)[Paper]
2020 TIP Similarity-Preserving Linkage Hashing for Online Image Retrieval(SPLH)[Paper]
2020 SIGIR Online Collective Matrix Factorization Hashing for Large-Scale Cross-Media Retrieval(OCMFH)[Paper][Code]
2020 IJCV Hadamard Matrix Guided Online Hashing(HMOH)[Paper][Code]
2021 arXiv Online Hashing with Similarity Learning(OHSL)[Paper]
2021 ICME Weakly-Supervised Online Hashing(WHO)[Paper]
2021 TMM Online Hashing With Bit Selection for Image Retrieval(OSelH)[Paper]
2021 JVCIR Label projection online hashing for balanced similarity(LPOH)[Paper]
2021 AAAI Asynchronous Teacher Guided Bit-wise Hard Mining for Online Hashing(ATHOH)[Paper]
2023 MM Self-Distillation Dual-Memory Online Hashing with Hash Centers for Streaming Data Retrieval(SDOH-HC)[Code]
2023 AAAI Fast Online Hashing with Multi-Label Projection(FOH)[Paper][Code]

  • Traditional-Unsupervised

2015 CVPR Online sketching hashing(OSH)[Paper][Code]
2021 TKDE Making Online Sketching Hashing Even Faster(DFROSH)[Paper]
2022 ACCV Unsupervised Online Hashing with Multi-Bit Quantization(OHMBQ)[Paper][Code]

  • Deep-Supervised

2022 ISCI Online deep hashing for both uni-modal and cross-modal retrieval(ODHUC)[Paper]

😄Cross-Modal

  • Traditional-Supervised

2016 AAAI Online Cross-Modal Hashing for Web Image Retrieval(CMH)[Paper]
2017 IJCAI Dynamic Multi-View Hashing for Online Image Retrieval(DMVH)[Paper]
2019 SIGIR Online Multi-modal Hashing with Dynamic Query-adaption(OMHDQ)[Paper]
2019 MM Flexible Online Multi-modal Hashing for Large-scale Multimedia Retrieval(FOMH)[Paper]
2020 MM Label Embedding Online Hashing for Cross-Modal Retrieval(LEMON)[Paper][Code]
2021 ICME Efficient Online Label Consistent Hashing for Large-Scale Cross-Modal Retrieval(OLCH)[Paper]
2022 AAAI Online Enhanced Semantic Hashing: Towards Effective and Efficient Retrieval for Streaming Multi-Modal Data(OASIS)[Paper][Code]
2022 ICME Online Robust Specific and Consistent Hashing(ORSCH)[Paper]
2022 PR Discrete online cross-modal hashing(DLFH)[Paper]
2022 TMM OMGH: Online Manifold-Guided Hashing for Flexible Cross-modal Retrieval(OMGH)[Paper]
2022 TOIS Efficient Multi-modal Hashing with Online Query Adaption for Multimedia Retrieval(MHOQA)[Paper][Code]
2023 APIN Online supervised collective matrix factorization hashing for cross-modal retrieval(OSCMFH)[Paper][Code]
2023 arXiv Three-Step Hashing for Online Cross-Modal Retrieval(THOR)[Code]
2023 TIST ONION: Online Semantic Autoencoder Hashing for Cross-Modal Retrieval(ONION)[Paper]

  • Traditional-Unsupervised

2022 APIN Online unsupervised cross-view discrete hashing for large-scale retrieval(OUCDH)[Paper]

  • Deep-Supervised

2022 KBS Deep online cross-modal hashing by a co-training mechanism(DOCHCM)[[Paper]](Deep online cross-modal hashing by a co-training mechanism)

😍Remote Sensing

😄Single-Modal

  • Deep-Unsupervised

2022 TGRS Multisource Data Reconstruction-Based Deep supervised Hashing for Unisource Remote Sensing Image Retrieval (MrHash)[Paper][Code]

  • Deep-Supervised

2020 TGRS Hashing Nets for Hashing: A Quantized Deep Learning to Hash Framework for Remote Sensing Image Retrieval(QDLH)[Paper]
2021 TGRS Deep Hash Learning for Remote Sensing Image Retrieval(DHL)[Paper][Code1][Code2]
2021 TGRS Deep Hashing Learning for Visual and Semantic Retrieval of Remote Sensing Images(DHCNN)[Paper]
2022 TGRS Asymmetric Hash Code Learning for Remote Sensing Image Retrieval(AHCL)[Paper][Code]
2022 TGRS Hashing for Localization (HfL): A Baseline for Fast Localizing Objects in a Large-Scale Scene(THNet)[Paper][Code]
2022 TGRS Meta-Hashing for Remote Sensing Image Retrieval(meta-hashing)[Paper][Code]
2023 TGRS Deep Saliency Smoothing Hashing for Drone Image Retrieval(DSSH)[Paper]
2023 TGRS Encrypting Hashing Against Localization(EHaL)[Paper][Code]

2024 TGRS Hashing for Retrieving Long-Tailed Distributed Remote Sensing Images(CIAH)[Paper]

😄Cross-Modal

  • Deep-Unsupervised

2022 ICASSP Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing(DUCH)[Paper][Code1] [Code2]
2022 ICIP An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing(CHNR)[Paper][Code]

2024 TRSL Deep Multiscale Fine-Grained Hashing for Remote Sensing Cross-Modal Retrieval(DMFH)[Paper]

  • Deep-Supervised

2020 TGRS Deep Cross-Modal Image–Voice Retrieval in Remote Sensing(DIVR)[Paper]
2022 TGRS Cohesion Intensive Hash Code Book Coconstruction for Efficiently Localizing Sketch Depicted Scenes[Paper]
2022 TGRS Deep Quadruple-Based Hashing for Remote Sensing Image-Sound Retrieval(DQH)Paper
2022 TGRS Multisensor Fusion and Explicit Semantic Preserving-Based Deep Hashing for Cross-Modal Remote Sensing Image Retrieval(MsEspH)[Paper]
2023 TGRS Fine Aligned Discriminative Hashing for Remote Sensing Image-Audio Retrieval(FADH)[Paper]

2024 TGRS Cross-Modal Hashing With Feature Semi-Interaction and Semantic Ranking for Remote Sensing Ship Image Retrieval(FSISR)[Paper][Code]

😍Trajectory(Non-hashing)

😄Road

  • Deep-Unsupervised

2021 KDD A Graph-based Approach for Trajectory Similarity Computation in Spatial Networks(GTS)[Paper]
2021 CIKM Robust Road Network Representation Learning: When Traffic Patterns Meet Traveling Semantics(Toast)[Paper]
2022 KDD Spatio-Temporal Trajectory Similarity Learning in Road Networks(ST2Vec)[Paper][Code]
2023 DASFAA Trajectory Representation Learning Based on Road Network Partition for Similarity Computation(PT2vec[Paper]
2023 AAAI GRLSTM: Trajectory Similarity Computation with Graph-Based Residual LSTM(GRLSTM[Paper] [Code]

😄Grid

  • Deep-Unsupervised

2018 ICDE Deep Representation Learning for Trajectory Similarity Computation(t2vec)[Paper][Code]
2019 ICDE Computing Trajectory Similarity in Linear Time: A Generic Seed-Guided Neural Metric Learning Approach(NeuTraj)[Paper][Code]
2021 ICDE T3S: Effective Representation Learning for Trajectory Similarity Computation(T3S)[Paper]
2022 CIKM Efficient Trajectory Similarity Computation with Contrastive Learning(CL-TSim)[Paper][Code]
2022 KDD TrajGAT: A Graph-based Long-term Dependency Modeling Approach for Trajectory Similarity Computation(TrajGAT)[Paper][Code]
2022 WWW Towards robust trajectory similarity computation: Representation-based spatio-temporal similarity quantification(RSTS)[Paper][Code]
2022 TKDE Representation Learning With Multi-Level Attention for Activity Trajectory Similarity Computation(AT2VEC+)[Paper]
2022 CIKM Aries: Accurate Metric-based Representation Learning for Fast Top-k Trajectory Similarity Query (Aries)[Paper]

😍Attack

😄Single-Modal

  • Non-targeted

2018 IEEE Trans Cybern Adversarial Examples for Hamming Space Search(HAG)[Paper][Code]

2021 ICMR A Smart Adversarial Attack on Deep Hashing Based Image Retrieval(SDHA)[Paper]

2023 WWW CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval(CgAT)[Paper][Code]

  • Targeted

2020 ECCV Targeted Attack for Deep Hashing Based Retrieval(DHTA)[Paper][Code]

2021 SIGIR Targeted Attack and Defense for Deep Hashing(THA)[Paper][Code]

2021 CVPR Prototype-supervised Adversarial Network for Targeted Attack of Deep Hashing(ProS-GAN)[Paper][Code]

2021 CVPR You See What I Want You to See: Exploring Targeted Black-Box Transferability Attack for Hash-based Image Retrieval Systems(NAG)[Paper][Code]

2023 MM Precise Target-Oriented Attack against Deep Hashing-based Retrieval(PTA)[Paper][Code]

😄Cross-Modal

2019 NeurIPS Cross-Modal Learning with Adversarial SamplesCMLA[Paper]

2020 KDD Vulnerability vs. Reliability: Disentangled Adversarial Examples for Cross-Modal LearningDACM[Paper]

2021 ICCV Adversarial Attack on Deep Cross-Modal Hamming RetrievaAACHl[Paper]

2023 ACM Trans Inf Syst Eficient Query-based Black-Box Atack against Cross-modal Hashing RetrievalEQB2A[Paper][Code]

😍Long-Tail

😄Single-Modal

  • Deep-Supervised

  • Deep-Supervised

2021 SIGIR Long-Tail Hashing (LTH)[Paper]
2022 IJCAI Attention-guided Contrastive Hashing for Long-tailed Image Retrieval (ACH)[Paper]
2023 MM Dual Dynamic Proxy Hashing Network for Long-tailed Image Retrieval (DDPH)[Paper]

😄Cross-Modal

  • Deep-Supervised

2023 AAAI Long-Tail Cross Modal Hashing (LTCMH)[Paper]

😍Zero-shot Hash

😄Single-Modal

  • Traditional-Supervised

2016 MM Hashing via Transferring Supervised Knowledge[Paper]
2017 ICME Attribute hashing for zero-shot image retrieval[Paper]
2018 Neurocomputing Hashing in the zero shot framework with domain adaptation[Paper]
2022 TIP Supervised adaptive similarity matrix hashing[Paper]
2023 TKDE Zero-Shot_Hashing_via_Asymmetric_Ratio_Similarity_Matrix[Paper]

  • Deep-Supervised

2017 ICJAI Discrete Similarity Transfer Network for Zero-shot Hashing(SitNet)[Paper]
2018 CVPR Zero-Shot Sketch-Image Hashing[Paper]
2019 PRL Zero-shot Hashing with orthogonal projection for image retrieval [Paper]
2020 TNNLS Transductive Zero-Shot Hashing for Multilabel Image Retrieval[Paper]
2020 ICPR Visual-Semantic Bi-Branch Network for Zero-Shot Hashing(VSB2-Net)[Paper]
2021 PRL An orthogonal hashing method for zero-shot cross-modal retrieval(CHOP)[Paper]

😄Cross-Modal

  • Traditional-Supervised

  • Deep-Supervised

2019 ICDM Cross-modal Zero-shot Hashing[Paper]
2021 ArXiv Cross-modal Zero-shot Hashing by Label Attributes Embedding[Paper]
2021 TNNLS Attribute-Guided Network for Cross-Modal Zero-Shot Hashing[Paper]
2022 TMM Attribute-Guided Multiple Instance Hashing Network for Cross-Modal Zero-Shot Hashing[Paper]
2022 Neruocomputing Discrete asymmetric zero-shot hashing with application to cross-modal retrieval[Paper] [Code]

😍NAS(Non-Hashing)

😄Architecture encoding

2019 NIPS D-VAE: A Variational Autoencoder for Directed Acyclic Graphs(D-VAE)[Paper][Code]
2019 NIPS NAT: Neural Architecture Transformer for Accurate and Compact Architectures(NAT)[Paper]
2020 NIPS Bridging the Gap between Sample-based and One-shot Neural Architecture Search with BONAS[Paper][Code]
2020 NIPS A Study on Encodings for Neural Architecture Search[Paper]
2020 ECCV A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS(GATES)[Paper][Code]
2021 ICML CATE: Computation-aware Neural Architecture Encoding with Transformers(CATE)[Paper]
2022 NIPS TA-GATES: An Encoding Scheme for Neural Network Architectures(TA-GATES)[Paper][Code]
2022 TPAMI A Generic Graph-Based Neural Architecture Encoding Scheme With Multifaceted Information(GATES++)[Paper]

😍Compress(Non-Hashing)

😄AutoML

  • Pruning

2018 ECCV AMC: AutoML for Model Compression and Acceleration on Mobile Devices(AMC)[Paper]
2020 AAAI AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates(AutoCompress)[Paper]

  • Quantization

2019 CVPR HAQ: Hardware-Aware Automated Quantization with Mixed Precision(HAQ)[[Paper]](HAQ: Hardware-Aware Automated Quantization with Mixed Precision)
2020 ECCV Search What You Want: Barrier Panelty NAS for Mixed Precision Quantization(BP-NAS)[Paper]
2020 ECCV Single Path One-Shot Neural Architecture Search with Uniform Sampling[Paper]

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