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
Stable Cluster Discrimination for Deep ClusteringCode1
The Pursuit of Human Labeling: A New Perspective on Unsupervised LearningCode1
There is a Time and Place for Reasoning Beyond the ImageCode1
Invariant Information Clustering for Unsupervised Image Classification and SegmentationCode1
MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous DrivingCode1
Mitigating Embedding and Class Assignment Mismatch in Unsupervised Image ClassificationCode1
Self-Supervised Learning for Large-Scale Unsupervised Image ClusteringCode1
SPICE: Semantic Pseudo-labeling for Image ClusteringCode1
Superpixel-based and Spatially-regularized Diffusion Learning for Unsupervised Hyperspectral Image ClusteringCode1
Auto-Encoding Variational BayesCode1
Deep Image Clustering with Category-Style RepresentationCode1
Improving Unsupervised Image Clustering With Robust LearningCode1
HIRL: A General Framework for Hierarchical Image Representation LearningCode1
Image Clustering with External GuidanceCode1
Breaking the Reclustering Barrier in Centroid-based Deep ClusteringCode1
Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate ReductionCode1
Local Connectivity-Based Density Estimation for Face ClusteringCode1
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained RepresentationsCode1
Scalable Sparse Subspace Clustering by Orthogonal Matching PursuitCode1
Self-labelling via simultaneous clustering and representation learningCode1
Clustering-friendly Representation Learning via Instance Discrimination and Feature DecorrelationCode1
Sparse Subspace Clustering: Algorithm, Theory, and ApplicationsCode1
Learning Representation for Clustering via Prototype Scattering and Positive SamplingCode1
Exploring the Limits of Deep Image Clustering using Pretrained ModelsCode1
Contrastive ClusteringCode1
Text-Guided Image ClusteringCode1
Dissimilarity Mixture Autoencoder for Deep ClusteringCode1
Image Clustering Conditioned on Text CriteriaCode1
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
Image Clustering via the Principle of Rate Reduction in the Age of Pretrained ModelsCode1
Deep Image Clustering with Contrastive Learning and Multi-scale Graph Convolutional NetworksCode1
Information Maximization Clustering via Multi-View Self-LabellingCode1
Deep Relational Metric LearningCode1
On PyTorch Implementation of Density Estimators for von Mises-Fisher and Its MixtureCode1
Deep Clustering for Unsupervised Learning of Visual FeaturesCode1
C3: Cross-instance guided Contrastive ClusteringCode1
Deep Transformation-Invariant ClusteringCode1
LSD-C: Linearly Separable Deep ClustersCode1
MiCE: Mixture of Contrastive Experts for Unsupervised Image ClusteringCode1
GATCluster: Self-Supervised Gaussian-Attention Network for Image ClusteringCode1
Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace ClusteringCode1
Selective Pseudo-label 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