Deepな教師なしクラスタリング-Deep Clusteringまとめ




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)

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Mathilde Caron, Piotr Bojanowski, Armand Joulin, Matthijs Douze.(2018).Deep Clustering for Unsupervised Learning of Visual Features

GitHub - facebookresearch/deepcluster: Deep Clustering for Unsupervised Learning of Visual Features
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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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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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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).
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Deep clustering: On the link between discriminative models and K-means

Deep clustering: On the link between discriminative models and K-means
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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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Unsupervised Multi-Manifold Clustering by Learning Deep Representation

[PDF] Unsupervised Multi-Manifold Clustering by Learning Deep Representation | Semantic Scholar
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Deep Unsupervised Clustering With Gaussian Mixture Variational Autoencoders

Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders
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