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Incomplete Multi-view Clustering (IMC)

Collections for incomplete multi-view clustering methods (papers and codes). We are looking forward for other participants to share their papers and codes. If interested, please contact zhangpei@nudt.edu.cn.

[:bell: News! :bell: ] Update at November 2022.

Content

Survey

Paper Year Publish
A survey on multi-view learning 2017 IEEE transactions on artificial intelligence
Multi-view learning overview: Recent progress and new challenges 2017 Information Fusion
Multi-view clustering: A survey 2018 Big Data Mining and Analytics
A study of graph-based system for multi-view clustering 2019 Knowledge-Based Systems
An overview of recent multi-view clustering 2020 Neurocomputing
A Survey on Incomplete Multiview Clustering 2022 IEEE TSMCA
Representation Learning in Multi-view Clustering: A Literature Review 2022 Data Science and Engineering

Kernel IMC

Paper Abbreviation Year Publish Code
Incomplete Multi-view Clustering IVC 2016 -
Late fusion incomplete multi-view clustering LF-IMVC 2018 IEEE TPAMI code
Localized Incomplete Multiple Kernel k-means 2018 IJCAI
Multiple kernel k-means with incomplete kernels MKKM-IK-MK 2019 IEEE TPAMI code
Efficient and effective incomplete multi-view clustering EE-IMVC 2019 AAAI
Efficient and effective regularized incomplete multi-view clustering EE-R-IMVC 2020 IEEE TPAMI code
One-Stage Incomplete Multi-view Clustering via Late Fusion OS-LF-IMVC 2021 ACM MM code
Incomplete multiple kernel alignment maximization for clustering 2021 IEEE TPAMI
Localized Incomplete Multiple Kernel k-Means With Matrix-Induced Regularization 2021 IEEE TCYB
Dynamic Incomplete Multi-view Imputing and Clustering 2022 ACM MM

Subspace IMC

Paper Abbreviation Year Publish Code
Partial Multi-View Clustering PVC 2014 AAAI code
Multiple Incomplete Views Clustering via Weighted Nonnegative Matrix Factorization with $L_{21}$ Regularization MIC 2015 Machine Learning and Knowledge Discovery in Databases
Incomplete Multi-view Clustering via Subspace Learning 2015 CIKM
Multi-view learning with incomplete views 2015 IEEE TIP
Online Multi-view Clustering with Incomplete Views OMVC 2016 IEEE International Conference on Big Data code
Incomplete multi-modal visual data grouping IMG 2016 IJCAI code
Unified subspace learning for incomplete and unlabeled multi-view data 2017 Pattern Recognition
Incomplete multi-view clustering via graph regularized matrix factorization IMC_GRMF 2018 ECCV code
Partial multi-view subspace clustering 2018 ACM MM
Doubly aligned incomplete multi-view clustering DAIMC 2018 IJCAI code
Joint embedding learning and low-rank approximation: A framework for incomplete multiview learning 2019 IEEE TCYB
One-pass incomplete multi-view clustering OPIMC 2019 AAAI code
Unified embedding alignment with missing views inferring for incomplete multi-view clustering UEAF 2019 AAAI
ICMSC: Incomplete cross-modal subspace clustering 2020 IEEE TIP
Generalized Incomplete Multi-view Clustering With Flexible Locality Structure Diffusion 2021 IEEE TCYB
Self-representation subspace clustering for incomplete multi-view data IMSR 2022 ACM MM code
Highly-efficient incomplete large-scale multi-view clustering with consensus bipartite graph 2022 CVPR
High-order correlation preserved incomplete multi-view subspace clustering 2022 IEEE TIP
Localized Sparse Incomplete Multi-view Clustering 2022 IEEE TMM
Incomplete multi-view clustering with cosine similarity 2022 Pattern Recognition

Graph IMC

Paper Abbreviation Year Publish Code
Spectral perturbation meets incomplete multi-view data PIC 2019 IJCAI code
A Survey on Incomplete Multiview Clustering 2019 IJCAI
Anchors bring ease: An embarrassingly simple approach to partial multi-view clustering 2019 AAAI
Adaptive graph completion based incomplete multi-view clustering 2020 IEEE TMM
Incomplete Multiview Spectral Clustering with Adaptive Graph Learning IMSC_AGL 2020 IEEE TCYB code
A novel consensus learning approach to incomplete multi-view clustering 2021 Pattern Recognition
Incomplete multi-view clustering with joint partition and graph learning 2021 IEEE TKDE
Incomplete multi-view clustering with reconstructed views 2021 IEEE TKDE
Consensus guided incomplete multi-view spectral clustering 2021 Neural Networks
Refining Graph Structure for Incomplete Multi-View Clustering 2022 IEEE TNNLS
Auto-weighted sample-level fusion with anchors for incomplete multi-view clustering 2022 Pattern Recognition
Structured anchor-inferred graph learning for universal incomplete multi-view clustering 2022 World Wide Web
Incomplete Multi-view Clustering with Sample-level Auto-weighted Graph Fusion 2022 IEEE TKDE

Tensor IMC

Paper Abbreviation Year Publish Code
Unified tensor framework for incomplete multi-view clustering and missing-view inferring 2021 AAAI
Tensor-Based Multi-View Block-Diagonal Structure Diffusion for Clustering Incomplete Multi-View Data 2021 ICME
Incomplete Multi-View Subspace Clustering with Low-Rank Tensor 2021 ICASSP

Deep IMC

Paper Abbreviation Year Publish Code
Incomplete multi-view clustering via deep semantic mapping 2018 Neurocomputing
Partial Multi-view Clustering via Consistent GAN 2018 ICDM
Adversarial Incomplete Multi-view Clustering AIMC 2019 IJCAI
CPM-Nets: Cross partial multi-view networks 2019 NeurIPS
Deep incomplete multi-view multiple clusterings 2020 ICDM
CDIMC-net: Cognitive Deep Incomplete Multi-view Clustering Network CDIMC-net 2020 IJCAI code
Dimc-net: Deep incomplete multi-view clustering network DIMC-net 2020 ACM MM
Structural Deep Incomplete Multi-view Clustering Network 2021 CIKM
Clustering-Induced Adaptive Structure Enhancing Network for Incomplete Multi-View Data CASEN 2021 IJCAI
Generative partial multi-view clustering with adaptive fusion and cycle consistency 2021 IEEE TIP
COMPLETER: Incomplete multi-view clustering via contrastive prediction COMPLETER 2021 CVPR code
Incomplete multi-view clustering via cross-view relation transfer 2022 IEEE TCSVT
Robust Diversified Graph Contrastive Network for Incomplete Multi-view Clustering 2022 ACM MM
Group Correspondence: A Statistical Perspective for Incomplete Multi-View Clustering Augmentation 2022 ICME
Deep Incomplete Multi-view Clustering via Mining Cluster Complementarity DIMVC 2022 AAAI TensorFlow
Robust multi-view clustering with incomplete information SURE 2022 IEEE TPAMI PyTorch
Dual contrastive prediction for incomplete multi-view representation learning DCP 2022 IEEE TPAMI code
Graph Contrastive Partial Multi-View Clustering AGCL 2022 IEEE TMM code
Deep safe incomplete multi-view clustering: Theorem and algorithm DSIMVC 2022 ICML code

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A collection of incomplete multi-view clustering paper

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