- Deep Clusteringのまとめ【随時更新】
- Deep Clustering
- Deep Clustering for Unsupervised Learning of Visual Feature(DeepCluster)(2019)
- Unsupervised Deep Embedding for Clustering Analysis(DEC)(2016)
- Deep Clustering with Convolutional Autoencoder
- Deep Continuous Clustering(2018)
- Deep Embedded Clustering with Data Augmentation
- Deep clustering: On the link between discriminative models and K-means
- Joint Unsupervised Learning of Deep Representations and Image Clusters
- A Deep Clustering Algorithm based on Gaussian Mixture Model
- Unsupervised Multi-Manifold Clustering by Learning Deep Representation
- Deep Unsupervised Clustering With Gaussian Mixture Variational Autoencoders
Deep Clusteringのまとめ【随時更新】
Deep Clusteringという、DeepLearningをを使用したクラスタリング手法の紹介をします。
色々なDeep Clustering手法がまとめられたzhoushengisnoob/DeepClusteringを参考にしています。
Deep Clustering
| Year | Paper | Method | Conference | Check |
|---|---|---|---|---|
| 2016 | Unsupervised Deep Embedding for Clustering Analysis | DEC | ICML2016 | |
| 2016 | Joint Unsupervised Learning of Deep Representations and Image Clustering | JULE | CVPR 2016 | |
| 2018 | Deep Clustering for Unsupervised Learning of Visual Features | DeepCluster | ECCV2018 | |
| 2018 | Deep Clustering with Convolutional Autoencoders | DCEC | ICONIP 2018 | |
| 2018 | Deep Embedded Clustering with Data Augmentation | DEC-DA | ACML2018 | |
| 2018 | Deep Continuous Clustering | DCC | ||
| 2020 | Self-labelling via simultaneous clustering and representation learning | SeLa | ICLR2020 | |
Deep Clustering for Unsupervised Learning of Visual Feature(DeepCluster)(2019)
解説記事書きました
GitHub - facebookresearch/deepcluster: Deep Clustering for Unsupervised Learning of Visual Features
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github.com
Unsupervised Deep Embedding for Clustering Analysis(DEC)(2016)
Junyuan Xie, Ross Girshick, Ali Farhadi.(2016).Unsupervised Deep Embedding for Clustering Analysis
GitHub - vlukiyanov/pt-dec: PyTorch implementation of DEC (Deep Embedding Clustering)
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github.com
Deep Clustering with Convolutional Autoencoder
https://xifengguo.github.io/papers/ICONIP17-DCEC.pdf
Deep Continuous Clustering(2018)
Sohil Atul Shah, Vladlen Koltun(2018).Deep Continuous Clustering
GitHub - shahsohil/DCC: This repository contains the source code and data for reproducing results of Deep Continuous Clustering paper
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github.com
Deep Embedded Clustering with Data Augmentation
Xifeng Guo, En Zhu, Xinwang Liu, Jianping Yin(2018).Deep Embedded Clustering with Data Augmentation.
GitHub - XifengGuo/DEC-DA: Deep Embedded Clustering with Data Augmentation (DEC-DA). Performance on MNIST (acc=0.985, nmi=0.960).
...
github.com
Deep clustering: On the link between discriminative models and K-means
Deep clustering: On the link between discriminative models and K-means
...
arxiv.org
Joint Unsupervised Learning of Deep Representations and Image Clusters
https://arxiv.org/pdf/1604.03628.pdf
A Deep Clustering Algorithm based on Gaussian Mixture Model
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iopscience.iop.org
Unsupervised Multi-Manifold Clustering by Learning Deep Representation
https://www.semanticscholar.org/paper/Unsupervised-Multi-Manifold-Clustering-by-Learning-Chen-Lv/b85281d8729038148fd3d8297ea35d632d2e017c
www.semanticscholar.org
Deep Unsupervised Clustering With Gaussian Mixture Variational Autoencoders
Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders
...
arxiv.org