Deep Clustering: methods and implements

Paper	Conference	Code
Is Simple Better?: Revisiting Simple Generative Models for Unsupervised Clustering	NIPS 2017
GEMSEC: Graph Embedding with Self Clustering	Arxiv 2018
A Survey of Clustering With Deep Learning: From the Perspective of Network Architecture	2018
Clustering with Deep Learning: Taxonomy and New Methods	Arxiv 2018
Deep Embedded Clustering(DEC)	ICML 2016	Caffe TensorFlow
Imporved Deep Embedding Clustering(IDEC)	IJCAI 2017	Keras,Pytorch
Deep Clustering Network(DCN)	Arxiv 2016	Theano
Deep Embedding Network for Clustering(DEN)	ICPR 2014
Deep Clustering via joint convolutional autoencoder embedding and relative entropy minimization(DEPICT)	ICCV 2017	Theano
Discriminatively Boosted Clustering(DBC)	Arxiv 2017
Joint Unsupervised Learning of Deep Representations and Image Clustering(JULE)	CVPR 2016	Torch
Variational Deep Embedding(VADE)	IJCAI 2017	Keras
Clustering-driven Deep Embedding with Pairwise Constraints(CPAC)	Arxiv 2018	Pytorch
Deep Continuous Clustering(DCC)	Arxiv 2018	Pytorch
Deep Subspace Clustering Networks(DSC-Nets)	NIPS 2017	TensorFlow
Semi-Supervised Representation Learning based on Probabilistic Labeling(SSRL-PL)	Arxiv 2016
Subspace clustering using a low-rank constrained autoencoder(LRAE)	Information Science 2018
ClusterNet : Semi-Supervised Clustering using Neural Networks(ClusterNet)	Arxiv 2018
Deep Clustering with Convolutional Autoencoders(DCEC)	ICONIP 2018	Keras
Graph Clustering with Dynamic Embedding(GRACE)	Arxiv 2017
Deep Unsupervised Clustering Using Mixture of Autoencoders(MIXAE)	Arxiv 2017
Is Simple Better?: Revisiting Simple Generative Models for Unsupervised Clustering	NIPS 2017
Auto-encoder Based Data Clustering(ABDC)	CIARP 2013	Pytrorch
SpectralNet: Spectral Clustering Using Deep Neural Networks	ICLR 2018	TensorFlow
Deep Unsupervised Clustering With Gaussian Mixture Variational AutoEncoders(GMVAE)	ICLR 2017	Lua
Learning Deep Representations for Graph Clustering	AAAI 2014	python
Towards Unsupervised Classification with Deep Generative Models(HCDVAE)	ICLR 2018

TIPS

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