image-clustering-on-imagenet-dog-15

Image Clustering

Results over time

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Leaderboard

Paper	Code	Accuracy	NMI	ARI	Backbone	Image Size	ModelName	ReleaseDate
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget	✓ Link	0.943	0.904	0.879	ViT-H/16	224	MAE-CT (best)	2023-04-20
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget	✓ Link	0.874	0.882	0.821	ViT-H/16	224	MAE-CT (mean)	2023-04-20
Exploring a Principled Framework for Deep Subspace Clustering	✓ Link	0.840	0.812				PRO-DSC	2025-03-21
Learning Representation for Clustering via Prototype Scattering and Positive Sampling	✓ Link	0.775	0.737	0.675	ResNet-34	224	ProPos*	2021-11-23
Learning Representation for Clustering via Prototype Scattering and Positive Sampling	✓ Link	0.745	0.692	0.627	ResNet-34	96	ProPos	2021-11-23
Deep Online Probability Aggregation Clustering	✓ Link	0.726	0.667	0.598	ResNet-34		DPAC	2024-07-07
Representation Learning for Clustering via Building Consensus	✓ Link	0.695	0.63	0.531			ConCURL	2021-05-04
SPICE: Semantic Pseudo-labeling for Image Clustering	✓ Link	0.675	0.627	0.526	ResNet-34		SPICE	2021-03-17
Twin Contrastive Learning for Online Clustering	✓ Link	0.644	0.623	0.516			TCL	2022-10-21
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation	✓ Link	0.591	0.546	0.413		96	IDFD	2021-05-31
MiCE: Mixture of Contrastive Experts for Unsupervised Image Clustering	✓ Link	0.439	0.423	0.286		96	MiCE	2021-05-05
C3: Cross-instance guided Contrastive Clustering	✓ Link	0.434	0.448	0.28			C3	2022-11-14
Contrastive Clustering	✓ Link	0.429	0.445	0.274		224	CC	2020-09-21
Deep Comprehensive Correlation Mining for Image Clustering	✓ Link	0.383	0.321				DCCM	2019-04-15
Contrastive Hierarchical Clustering	✓ Link	0.355	0.411	0.232	ResNet-50		CoHiClust	2023-03-03
Deep Adaptive Image Clustering	✓ Link	0.275	0.219				DAC	2017-10-01
Unsupervised Deep Embedding for Clustering Analysis	✓ Link	0.195	0.122				DEC	2015-11-19
Auto-Encoding Variational Bayes	✓ Link	0.179	0.107				VAE	2013-12-20
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks	✓ Link	0.174	0.121				GAN	2015-11-19
Joint Unsupervised Learning of Deep Representations and Image Clusters	✓ Link	0.138	0.054				JULE	2016-04-13

OpenCodePapers

image-clustering-on-imagenet-dog-15