| Title | Article | Conference/Journal | Code |
|---|---|---|---|
| Deep clustering with convolutional autoencoders (DCEC) | Link | ICONIP'2017 | GitHub |
| Unsupervised Data Augmentation for Consistency Training (UDA) | Link | Arxiv'2019 | GitHub |
| Deep Clustering via joint convolutional autoencoder embedding and relative entropy minimization (DEPICT) | Link | ICCV'2017 | GitHub |
| Discriminatively Boosted Clustering (DBC) | Link | Arxiv'2017 | N/A |
| Variational Deep Embedding (VADE) | Link | IJCAI'2017 | GitHub |
| Convolutional Embedded Networks (CEN)} | Link | Arxiv'2018 | GitHub |
| Deep Subspace Clustering Networks (DSC-Nets) | Link | NIPS'2017 | GitHub |
| Graph Clustering with Dynamic Embedding (GRACE) | Link | Arxiv'2017 | N/A |
| Deep Unsupervised Clustering Using Mixture of Autoencoders (MIXAE) | Link | Arxiv'2017 | N/A |
| Deep Embedded Clustering (DEC) | Link | ICML'2016 | GitHub |
| A Survey of Clustering With Deep Learning: From the Perspective of Network Architecture | Link | IEEE ACCESS 2018 | |
| GEMSEC: Graph Embedding with Self Clustering | Link | Arxiv,2018 | GitHub |
| Clustering with Deep Learning: Taxonomy and New Methods | Link | Arxiv, 2018 | GitHub |
| Deep Continuous Clustering (DCC) | Link | Arxiv, 2018 | GitHub |
| Deep Clustering with Convolutional Autoencoders (DCEC) | Link | ICONIP'2018 | GitHub |
| SpectralNet: Spectral Clustering Using Deep Neural Networks | Link | ICLR'2018 | GitHub |
| Subspace clustering using a low-rank constrained autoencoder (LRAE) | Link | Information Sciences'2018 | N/A |
| Clustering-driven Deep Embedding with Pairwise Constraints (CPAC) | Link | Arxiv'2018 | GitHub |
| Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering | Link | PMLR'2017 | N/A |
| Deep Unsupervised Clustering With Gaussian Mixture Variational AutoEncoders (GMVAE) | Link | ICLR'2017 | GitHub |
| Is Simple Better?: Revisiting Simple Generative Models for Unsupervised Clustering | Link | NIPS'2017 Workshop | GitHub |
| Imporved Deep Embedding Clustering (IDEC) | Link | IJCAI'2017 | GitHub |
| Deep Clustering Network (DCN) | Link | Arxiv'2016 | GitHub |
| Joint Unsupervised Learning of Deep Representations and Image Clustering (JULE) | Link | CVPR'2016 | GitHub |
| Deep Embedding Network for Clustering (DEN) | Link | ICPR'2014 | N/A |
| Auto-encoder Based Data Clustering (ABDC) | Link | CIARP'2013 | GitHub |
| Learning Deep Representations for Graph Clustering | Link | AAAI'2014 | GitHub |
If you find more related work, which are not listed here, please create a PR or sugest by filing issues. Your contribution will be highly appreciated.