Image Clustering on Tiny-ImageNet

Metric: Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Hide extra data

Sort:

#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	PRO-DSC	0.698	Yes	Exploring a Principled Framework for Deep Subspa...	2025-03-21	Code
2	ITAE	0.6823	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
3	SPICE	0.305	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
4	IMC-SwAV (Best)	0.282	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
5	IMC-SwAV (Avg+-)	0.279	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
6	C3	0.141	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code
7	CC	0.14	No	Competitive Collaboration: Joint Unsupervised Le...	2018-05-24	Code
8	MMDC	0.119	No	Multi-Modal Deep Clustering: Unsupervised Partit...	2019-12-05	Code
9	DCCM	0.108	No	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
10	DAC	0.066	No	-	-	Code
11	GAN	0.041	No	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
12	DEC	0.037	No	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
13	VAE	0.036	No	Auto-Encoding Variational Bayes	2013-12-20	Code
14	JULE	0.033	No	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code

#1PRO-DSCSOTA
0.698
Accuracy· Extra Data· 2025-03-21
Exploring a Principled Framework for Deep Subspace Clustering Code
#2ITAESOTA
0.6823
Accuracy· Extra Data· 2024-10-07
Improving Image Clustering with Artifacts Attenuation via Inference-Time Attention Engineering
#3SPICESOTA
0.305
Accuracy· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering Code
#4IMC-SwAV (Best)SOTA
0.282
Accuracy· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#5IMC-SwAV (Avg+-)
0.279
Accuracy· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#6C3
0.141
Accuracy· 2022-11-14
C3: Cross-instance guided Contrastive Clustering Code
#7CCSOTA
0.14
Accuracy· 2018-05-24
Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation Code
#8MMDC
0.119
Accuracy· 2019-12-05
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images Code
#9DCCM
0.108
Accuracy· 2019-04-15
Deep Comprehensive Correlation Mining for Image Clustering Code
#10DAC
0.066
Accuracy
No paperCode
#11GANSOTA
0.041
Accuracy· 2015-11-19
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Code
#12DEC
0.037
Accuracy· 2015-11-19
Unsupervised Deep Embedding for Clustering Analysis Code
#13VAESOTA
0.036
Accuracy· 2013-12-20
Auto-Encoding Variational Bayes Code
#14JULE
0.033
Accuracy· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code