| A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions | Jun 15, 2022 | ClusteringDeep Clustering | CodeCode Available | 4 |
| Autonomous clustering by fast find of mass and distance peaks | May 13, 2024 | AstronomyClustering | CodeCode Available | 2 |
| DeepDPM: Deep Clustering With an Unknown Number of Clusters | Mar 27, 2022 | ClusteringDeep Clustering | CodeCode Available | 2 |
| Online Deep Clustering for Unsupervised Representation Learning | Jun 18, 2020 | ClusteringDeep Clustering | CodeCode Available | 2 |
| Tri-Learn Graph Fusion Network for Attributed Graph Clustering | Jul 18, 2025 | ClusteringDeep Clustering | CodeCode Available | 1 |
| CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning | Feb 2, 2025 | Audio ClassificationClustering | CodeCode Available | 1 |
| Breaking the Reclustering Barrier in Centroid-based Deep Clustering | Nov 4, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Robust Variational Contrastive Learning for Partially View-unaligned Clustering | Oct 28, 2024 | ClusteringContrastive Learning | CodeCode Available | 1 |
| scASDC: Attention Enhanced Structural Deep Clustering for Single-cell RNA-seq Data | Aug 9, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Contextual unsupervised deep clustering in digital pathology | Jul 24, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 |
| ELFS: Enhancing Label-Free Coreset Selection via Clustering-based Pseudo-Labeling | Jun 6, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 |
| LSEnet: Lorentz Structural Entropy Neural Network for Deep Graph Clustering | May 20, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Deep Clustering with Self-Supervision using Pairwise Similarities | May 6, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 |
| P^2OT: Progressive Partial Optimal Transport for Deep Imbalanced Clustering | Jan 17, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Contextually Affinitive Neighborhood Refinery for Deep Clustering | Dec 12, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Stable Cluster Discrimination for Deep Clustering | Nov 24, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Interpretable Deep Clustering for Tabular Data | Jun 7, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Point-GCC: Universal Self-supervised 3D Scene Pre-training via Geometry-Color Contrast | May 31, 2023 | 3D Instance Segmentation3D Object Detection | CodeCode Available | 1 |
| DIVA: A Dirichlet Process Mixtures Based Incremental Deep Clustering Algorithm via Variational Auto-Encoder | May 23, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Deep Temporal Graph Clustering | May 18, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| GCFAgg: Global and Cross-view Feature Aggregation for Multi-view Clustering | May 11, 2023 | ClusteringContrastive Learning | CodeCode Available | 1 |
| DivClust: Controlling Diversity in Deep Clustering | Apr 3, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Contrastive Hierarchical Clustering | Mar 3, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Gene-SGAN: a method for discovering disease subtypes with imaging and genetic signatures via multi-view weakly-supervised deep clustering | Jan 25, 2023 | Deep Clustering | CodeCode Available | 1 |
| PointClustering: Unsupervised Point Cloud Pre-Training Using Transformation Invariance in Clustering | Jan 1, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| C3: Cross-instance guided Contrastive Clustering | Nov 14, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Twin Contrastive Learning for Online Clustering | Oct 21, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| SensorSCAN: Self-Supervised Learning and Deep Clustering for Fault Diagnosis in Chemical Processes | Aug 17, 2022 | Anomaly DetectionChemical Process | CodeCode Available | 1 |
| Deep Image Clustering with Contrastive Learning and Multi-scale Graph Convolutional Networks | Jul 14, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Vision Transformer for Contrastive Clustering | Jun 26, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Strongly Augmented Contrastive Clustering | Jun 1, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Anomaly Clustering: Grouping Images into Coherent Clusters of Anomaly Types | Dec 21, 2021 | Anomaly DetectionClustering | CodeCode Available | 1 |
| Learning Representation for Clustering via Prototype Scattering and Positive Sampling | Nov 23, 2021 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Multi-Class Cell Detection Using Spatial Context Representation | Oct 10, 2021 | Cell DetectionClassification | CodeCode Available | 1 |
| Deep Embedded K-Means Clustering | Sep 30, 2021 | ClusteringDecoder | CodeCode Available | 1 |
| Attention-driven Graph Clustering Network | Aug 12, 2021 | AttributeClustering | CodeCode Available | 1 |
| Nearest Neighborhood-Based Deep Clustering for Source Data-absent Unsupervised Domain Adaptation | Jul 27, 2021 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Nearest Neighbor Matching for Deep Clustering | Jun 19, 2021 | ClusteringDeep Clustering | CodeCode Available | 1 |
| A Deep Variational Approach to Clustering Survival Data | Jun 10, 2021 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Deep Clustering based Fair Outlier Detection | Jun 9, 2021 | AttributeClustering | CodeCode Available | 1 |
| Multi-Facet Clustering Variational Autoencoders | Jun 9, 2021 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation | May 31, 2021 | ClusteringDeep Clustering | CodeCode Available | 1 |
| SPICE: Semantic Pseudo-labeling for Image Clustering | Mar 17, 2021 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Doubly Contrastive Deep Clustering | Mar 9, 2021 | ClusteringContrastive Learning | CodeCode Available | 1 |
| CaEGCN: Cross-Attention Fusion based Enhanced Graph Convolutional Network for Clustering | Jan 18, 2021 | ClusteringDeep Clustering | CodeCode Available | 1 |
| FPCC: Fast Point Cloud Clustering based Instance Segmentation for Industrial Bin-picking | Dec 29, 2020 | 3D Instance SegmentationClustering | CodeCode Available | 1 |
| Deep Fusion Clustering Network | Dec 15, 2020 | AttributeClustering | CodeCode Available | 1 |
| Towards Uncovering the Intrinsic Data Structures for Unsupervised Domain Adaptation using Structurally Regularized Deep Clustering | Dec 8, 2020 | ClusteringConstrained Clustering | CodeCode Available | 1 |
| Adversarial Learning for Robust Deep Clustering | Dec 1, 2020 | Adversarial AttackClustering | CodeCode Available | 1 |
| Generalized Clustering and Multi-Manifold Learning with Geometric Structure Preservation | Sep 21, 2020 | ClusteringDeep Clustering | CodeCode Available | 1 |
