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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 |
TIPS
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