SOTAVerified

Image Clustering

Models that partition the dataset into semantically meaningful clusters without having access to the ground truth labels.

Image credit: ImageNet clustering results of SCAN: Learning to Classify Images without Labels (ECCV 2020)

Papers

Showing 150 of 236 papers

TitleStatusHype
The Balanced-Pairwise-Affinities Feature TransformCode2
Autonomous clustering by fast find of mass and distance peaksCode2
SCAN: Learning to Classify Images without LabelsCode2
Let Go of Your Labels with Unsupervised TransferCode2
Sparse Subspace Clustering: Algorithm, Theory, and ApplicationsCode1
The Pursuit of Human Labeling: A New Perspective on Unsupervised LearningCode1
There is a Time and Place for Reasoning Beyond the ImageCode1
Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate ReductionCode1
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained RepresentationsCode1
MiCE: Mixture of Contrastive Experts for Unsupervised Image ClusteringCode1
Selective Pseudo-label ClusteringCode1
Self-Supervised Learning for Large-Scale Unsupervised Image ClusteringCode1
Superpixel-based and Spatially-regularized Diffusion Learning for Unsupervised Hyperspectral Image ClusteringCode1
Auto-Encoding Variational BayesCode1
GATCluster: Self-Supervised Gaussian-Attention Network for Image ClusteringCode1
Deep Image Clustering with Contrastive Learning and Multi-scale Graph Convolutional NetworksCode1
Learning Representation for Clustering via Prototype Scattering and Positive SamplingCode1
Image Clustering via the Principle of Rate Reduction in the Age of Pretrained ModelsCode1
Improving Unsupervised Image Clustering With Robust LearningCode1
Invariant Information Clustering for Unsupervised Image Classification and SegmentationCode1
C3: Cross-instance guided Contrastive ClusteringCode1
LSD-C: Linearly Separable Deep ClustersCode1
Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace ClusteringCode1
Scalable Sparse Subspace Clustering by Orthogonal Matching PursuitCode1
Clustering-friendly Representation Learning via Instance Discrimination and Feature DecorrelationCode1
Self-labelling via simultaneous clustering and representation learningCode1
SPICE: Semantic Pseudo-labeling for Image ClusteringCode1
Stable Cluster Discrimination for Deep ClusteringCode1
Contrastive ClusteringCode1
Text-Guided Image ClusteringCode1
Deep Image Clustering with Category-Style RepresentationCode1
Exploring the Limits of Deep Image Clustering using Pretrained ModelsCode1
Contrastive Hierarchical ClusteringCode1
AutoNovel: Automatically Discovering and Learning Novel Visual CategoriesCode1
Anomaly Clustering: Grouping Images into Coherent Clusters of Anomaly TypesCode1
Contrastive Tuning: A Little Help to Make Masked Autoencoders ForgetCode1
HIRL: A General Framework for Hierarchical Image Representation LearningCode1
Image Clustering Conditioned on Text CriteriaCode1
Breaking the Reclustering Barrier in Centroid-based Deep ClusteringCode1
Deep Relational Metric LearningCode1
Information Maximization Clustering via Multi-View Self-LabellingCode1
Deep Clustering for Unsupervised Learning of Visual FeaturesCode1
Image Clustering with External GuidanceCode1
Mitigating Embedding and Class Assignment Mismatch in Unsupervised Image ClassificationCode1
Deep Transformation-Invariant ClusteringCode1
Local Connectivity-Based Density Estimation for Face ClusteringCode1
MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous DrivingCode1
On PyTorch Implementation of Density Estimators for von Mises-Fisher and Its MixtureCode1
Dissimilarity Mixture Autoencoder for Deep ClusteringCode1
There’s a Time and Place for Reasoning Beyond the ImageCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TURTLE (CLIP + DINOv2)Accuracy1Unverified
2PRCut (CLIP)Accuracy0.98Unverified
3PRO-DSCAccuracy0.97Unverified
4TEMI CLIP ViT-L (openai)Accuracy0.97Unverified
5DPACAccuracy0.93Unverified
6SPICE-BPAAccuracy0.93Unverified
7SeCuAccuracy0.93Unverified
8TACAccuracy0.92Unverified
9SPICE*Accuracy0.92Unverified
10DCN+BRBAccuracy0.91Unverified
#ModelMetricClaimedVerifiedStatus
1TURTLE (CLIP + DINOv2)Accuracy0.9Unverified
2PRCut (DinoV2)Accuracy0.79Unverified
3PRO-DSCAccuracy0.77Unverified
4TEMI CLIP ViT-L (openai)Accuracy0.74Unverified
5TEMI DINO ViT-BAccuracy0.67Unverified
6ITAEAccuracy0.65Unverified
7SPICE*Accuracy0.58Unverified
8HUMEAccuracy0.56Unverified
9DPACAccuracy0.56Unverified
10SPICE-BPAAccuracy0.55Unverified
#ModelMetricClaimedVerifiedStatus
1TURTLE (CLIP + DINOv2)Accuracy1Unverified
2TEMI DINO ViT-BAccuracy0.99Unverified
3TACAccuracy0.98Unverified
4SPICE-BPAAccuracy0.94Unverified
5DPACAccuracy0.93Unverified
6SPICE*Accuracy0.93Unverified
7HUMEAccuracy0.91Unverified
8TCLAccuracy0.87Unverified
9RUCAccuracy0.87Unverified
10IMC-SwAV (Best)Accuracy0.85Unverified
#ModelMetricClaimedVerifiedStatus
1MAE-CT (best)Accuracy0.94Unverified
2MAE-CT (mean)Accuracy0.87Unverified
3PRO-DSCAccuracy0.84Unverified
4ProPos*Accuracy0.78Unverified
5ProPosAccuracy0.75Unverified
6DPACAccuracy0.73Unverified
7ConCURLAccuracy0.7Unverified
8SPICEAccuracy0.68Unverified
9TCLAccuracy0.64Unverified
10IDFDAccuracy0.59Unverified
#ModelMetricClaimedVerifiedStatus
1TACNMI0.99Unverified
2SPICENMI0.93Unverified
3DPACNMI0.93Unverified
4ProPos*NMI0.91Unverified
5CoHiClustNMI0.91Unverified
6ConCURLNMI0.91Unverified
7C3NMI0.91Unverified
8IDFDNMI0.9Unverified
9ProPosNMI0.9Unverified
10TCLNMI0.88Unverified
#ModelMetricClaimedVerifiedStatus
1SPCNMI0.98Unverified
2ADECNMI0.97Unverified
3DynAENMI0.96Unverified
4N2D (UMAP)NMI0.96Unverified
5DDC-DANMI0.96Unverified
6DENNMI0.96Unverified
7DTI-ClusteringNMI0.94Unverified
8EnSCNMI0.94Unverified
9ClusterGANNMI0.94Unverified
10DBCNMI0.94Unverified
#ModelMetricClaimedVerifiedStatus
1SPCNMI0.95Unverified
2DynAENMI0.95Unverified
3DENNMI0.94Unverified
4DDC-DANMI0.94Unverified
5SR-K-meansNMI0.94Unverified
6ClusterGANNMI0.93Unverified
7DMSCNMI0.93Unverified
8DDCNMI0.92Unverified
9JULE-RCNMI0.91Unverified
10N2D (UMAP)NMI0.9Unverified
#ModelMetricClaimedVerifiedStatus
1PRO-DSCAccuracy0.7Unverified
2ITAEAccuracy0.68Unverified
3SPICEAccuracy0.31Unverified
4IMC-SwAV (Best)Accuracy0.28Unverified
5IMC-SwAV (Avg+-)Accuracy0.28Unverified
6C3Accuracy0.14Unverified
7CCAccuracy0.14Unverified
8MMDCAccuracy0.12Unverified
9DCCMAccuracy0.11Unverified
10DACAccuracy0.07Unverified
#ModelMetricClaimedVerifiedStatus
1PRCut (DinoV2)Accuracy0.79Unverified
2VMMAccuracy0.72Unverified
3SPCAccuracy0.68Unverified
4N2D (UMAP)Accuracy0.67Unverified
5CoHiClustAccuracy0.65Unverified
6DENAccuracy0.64Unverified
7PSSCAccuracy0.63Unverified
8GDLAccuracy0.63Unverified
9DDCAccuracy0.62Unverified
10DTI-ClusteringAccuracy0.61Unverified
#ModelMetricClaimedVerifiedStatus
1TURTLE (CLIP + DINOv2)Accuracy72.9Unverified
2MIM-Refiner (D2V2-ViT-H/14)Accuracy67.3Unverified
3SeLaNMI66.4Unverified
4PRO-DSCAccuracy65Unverified
5MIM-Refiner (MAE-ViT-H/14)Accuracy64.6Unverified