Multi-View Clustering ML Frameworks

Methods and implementations for clustering data across multiple views or modalities using self-supervised learning, anchor graphs, and feature selection. Does NOT include single-view clustering, graph clustering without multi-view aspects, or general dimensionality reduction techniques.

There are 68 multi-view clustering frameworks tracked. 5 score above 50 (established tier). The highest-rated is siapy/siapy-lib at 53/100 with 114 stars.

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#	Framework	Score	Tier	Stars	Language
1	siapy/siapy-lib 🥷 A Python package for efficient processing of spectral images	53	Established	114	Python
2	yueliu1999/Awesome-Deep-Graph-Clustering Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph...	51	Established	998	Python
3	Tony607/Keras_Deep_Clustering How to do Unsupervised Clustering with Keras	51	Established	241	Jupyter Notebook
4	bourdakos1/CapsNet-Visualization 🎆 A visualization of the CapsNet layers to better understand how it works	50	Established	395	Python
5	loretoparisi/CapsNet CapsNet (Capsules Net) in Geoffrey E Hinton paper "Dynamic Routing Between...	50	Established	448	—
6	benedekrozemberczki/CapsGNN A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).	49	Emerging	1,280	Python
7	TorchSpatiotemporal/tsl tsl: a PyTorch library for processing spatiotemporal data.	48	Emerging	370	Python
8	songtaohe/Sat2Graph Sat2Graph: Road Graph Extraction through Graph-Tensor Encoding	47	Emerging	213	OpenEdge ABL
9	rezacsedu/Deep-Learning-for-Clustering-in-Bioinformatics Deep Learning-based Clustering Approaches for Bioinformatics	47	Emerging	143	Jupyter Notebook
10	jgraving/selfsne Self-Supervised Noise Embeddings (Self-SNE)	47	Emerging	158	Jupyter Notebook
11	adambielski/CapsNet-pytorch PyTorch implementation of NIPS 2017 paper Dynamic Routing Between Capsules	46	Emerging	495	Python
12	GT-RIPL/L2C Learning to Cluster. A deep clustering strategy.	45	Emerging	316	Python
13	yi-ding-cs/LGG [TNNLS-2023] This is the PyTorch implementation of LGGNet.	44	Emerging	128	Python
14	jsvir/lscae Deep unsupervised feature selection by discarding nuisance and correlated features	44	Emerging	8	Jupyter Notebook
15	kaist-dmlab/MG-TAR [IEEE T-ITS] MG-TAR: Multi-view Graph Convolutional Networks for Traffic...	44	Emerging	60	Python
16	yueliu1999/DCRN [AAAI 2022] An official source code for paper Deep Graph Clustering via Dual...	43	Emerging	201	Python
17	CRIPAC-DIG/GCA [WWW 2021] Source code for "Graph Contrastive Learning with Adaptive Augmentation"	43	Emerging	181	Python
18	gram-ai/capsule-networks A PyTorch implementation of the NIPS 2017 paper "Dynamic Routing Between Capsules".	42	Emerging	1,753	Python
19	AI-sandbox/neural-admixture Rapid population clustering with autoencoders	41	Emerging	87	Python
20	fokhruli/STGCN-rehab This repository provides training and evaluation code for paper titled...	41	Emerging	37	Python
21	ybubnov/torch_geopooling The geospatial pooling modules for neural networks in PyTorch	41	Emerging	20	C++
22	ElieAljalbout/Clustering-with-Deep-learning Generic implementation for clustering with deep learning : representation...	41	Emerging	295	Python
23	HamzaG737/Deep-temporal-clustering A non-official pytorch implementation of the DTC model for time series...	38	Emerging	55	Python
24	akhdanfadh/efficient-capsnet-pytorch PyTorch implementation of "Efficient-CapsNet: Capsule Network with...	36	Emerging	20	Python
25	smousavi05/Unsupervised_Deep_Learning Unsupervised (Self-Supervised) Clustering of Seismic Signals Using Deep...	36	Emerging	80	Jupyter Notebook
26	ZhiyuanDang/NNM The PyTorch official implementation of the CVPR2021 Poster Paper NNM:...	35	Emerging	57	Python
27	Droliven/MSRGCN Official implementation of MSR-GCN (ICCV2021 paper)	35	Emerging	70	Python
28	yueliu1999/HSAN [AAAI 2023] An official source code for paper Hard Sample Aware Network for...	35	Emerging	214	Python
29	thuiar/DeepAligned-Clustering Discovering New Intents with Deep Aligned Clustering (AAAI 2021)	34	Emerging	130	Python
30	santoshpanda1995/LightweightGCN-Model A very fast and lightweight model based on graph convolutional network (GCN)...	34	Emerging	30	—
31	uzh-rpg/gg_ssms [CVPR'25 Highlight] The official implementation of "GG-SSMs:...	34	Emerging	32	Python
32	thuiar/Adaptive-Decision-Boundary Deep Open Intent Classification with Adaptive Decision Boundary (AAAI 2021)	33	Emerging	78	Python
33	Wang-ML-Lab/GRDA [ICLR 2022] Graph-Relational Domain Adaptation	33	Emerging	45	Python
34	justin-xzliu/GLIM Official PyTorch implementation of research papaer "Learning Interpretable...	33	Emerging	13	Jupyter Notebook
35	microsoft/CASPR CASPR is a deep learning framework applying transformer architecture to...	33	Emerging	40	Python
36	cnuzh/LG-GNN This repo is the official implementation of "Classification of Brain...	33	Emerging	48	Python
37	wanxinhang/TNNLS-2024-OMVCDR The code of TNNLS 2024 ''One-Step Multi-View Clustering With Diverse Representation''	31	Emerging	7	MATLAB
38	jfaubertin/CapsNet-DeepLearning4J DeepLearning4J implementation of CapsNet based on "Dynamic Routing Between Capsules"	31	Emerging	3	Java
39	jinjiaqi1998/Awesome-Deep-Multi-View-Clustering Awesome Deep Multi-View Clustering is a collection of SOTA, novel deep...	31	Emerging	56	—
40	SherylHYX/SSSNET_Signed_Clustering Official code for the SDM2022 paper -- SSSNET: Semi-Supervised Signed...	30	Emerging	25	Jupyter Notebook
41	Lummer-Li/DMVCS This is the implementation of Disentangled Contrastive Multi-view Clustering...	30	Emerging	5	Python
42	CommonRoad/crgeo Graph neural networks for autonomous driving	29	Experimental	39	Python
43	juyongjiang/TrendGCN [CIKM 2023] This is the official source code of "TrendGCN: Enhancing the...	29	Experimental	50	Python
44	hiroyuki-kasai/CI-GMVC Consistency-aware and inconsistency-aware graph-based multi-view clustering	28	Experimental	10	MATLAB
45	liunian-Jay/ICMVC [AAAI 2024] ICMVC: Incomplete Contrastive Multi-View Clustering with...	28	Experimental	33	Python
46	alpc91/SGRL [ICML 2023 Oral] Official environments and implementations for...	27	Experimental	19	Python
47	jymesen-wang/2022-TNNLS-FSSC Source Code for 'Fast Self-Supervised Clustering with Anchor Graph' (T-NNLS)	26	Experimental	9	MATLAB
48	yifeiacc/COSTA Code for KDD'22 paper, COSTA: Covariance-Preserving Feature Augmentation for...	25	Experimental	49	Python
49	Galaxy922/GCFAggMVC The official repos for ‘’GCFAgg: Global and Cross-View Feature Aggregation...	25	Experimental	37	Python
50	MarathonZhenyuMa/2023-TNNLS-EDCAG Source Code for 'Efficient Discrete Clustering with Anchor Graph (T-NNLS)'	24	Experimental	3	MATLAB
51	jymesen-wang/2022-TNNLS-UAE Source Code for 'Unsupervised Adaptive Embedding for Dimensionality...	23	Experimental	2	MATLAB
52	jymesen-wang/2021-TNNLS-SUP Source Code for 'Joint Feature Selection and Extraction With Sparse...	23	Experimental	2	MATLAB
53	wanxinhang/ACMMM2022-CMVC ACM MM 2022 《Continual Multi-view Clustering》	23	Experimental	10	MATLAB
54	MarathonZhenyuMa/2023-TNNLS-FSDK Source Code for Fast Sparse Discriminative K-Means for Unsupervised Feature...	22	Experimental	6	MATLAB
55	MarathonZhenyuMa/2022-TNNLS-FSSC Source Code for Fast Self-Supervised Clustering (FSSC) with Anchor Graph...	22	Experimental	2	MATLAB
56	wanxinhang/AAAI-2023-AWMVC The code of AAAI 2023 ''Auto-Weighted Multi-View Clustering for Large-Scale Data''	21	Experimental	18	—
57	said-ohamouddou/MS-DGCNN2 Implementation code of the paper "MS-DGCNN++: A Multi-Scale Fusion Dynamic...	21	Experimental	5	Python
58	goamegah/pytorch-stc PyTorch implementation of STC - Self-training approach for short text clustering	21	Experimental	11	Python
59	5uso/HiPGMC HiPGMC is a highly efficient, parallel Graph-based Multi-view Clustering...	20	Experimental	7	C
60	grokhi/pytorch_DEC_IDEC_2022 Rewritten Deep Embedded Clustering (DEC) and Improved DEC (IDEC) algorithms...	20	Experimental	8	Jupyter Notebook
61	thomasahle/cce Clustered Compositional Embeddings	20	Experimental	11	Python
62	goamegah/Short-Text-Clustering Short text clustering methods through differents approaches	20	Experimental	7	Python
63	mahdihosseini/GenProb In Search of Probeable Generalization Measures [ICMLA2021]	20	Experimental	7	Jupyter Notebook
64	BRAIN-TO/CapsNet Deep fMRI Encoding Models of Human Vision using Capsule Networks	19	Experimental	3	Jupyter Notebook
65	wondergo2017/sild Implementation codes for NeurIPS23 paper "Spectral Invariant Learning for...	19	Experimental	14	Python
66	bonomip/CapsNetwork Scripts providing a simple interface to train and evaluate the performance...	18	Experimental	2	Jupyter Notebook
67	Ansh-krsharma/HyperbolicCategoryDiscovery Improved version of Research paper on Hyperbolic Category Discovery ~by...	15	Experimental	1	Python
68	mdarmstr/fbd Supporting work for "Fusion of common factor spaces for designed,...	14	Experimental	—	MATLAB

Comparisons in this category

CapsNet-pytorch and capsule-networks (46 vs 42) CapsNet and capsule-networks (50 vs 42) CapsNet and CapsGNN (50 vs 49) CapsNet and CapsNet-pytorch (50 vs 46) CapsNet and CapsNet-Visualization (50 vs 50)