Deep Clustering: methods and implements

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

TIPS

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