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 201–236 of 236 papers

TitleStatusHype
Learning Hierarchical Graph Neural Networks for Image ClusteringCode0
Learning Representations for Clustering via Partial Information Discrimination and Cross-Level InteractionCode0
Unsupervised Image Classification for Deep Representation LearningCode0
Pareto-optimal data compression for binary classification tasksCode0
Accurate and Scalable Image Clustering Based On Sparse Representation of Camera FingerprintCode0
Graph Cut-guided Maximal Coding Rate Reduction for Learning Image Embedding and ClusteringCode0
Graph Degree Linkage: Agglomerative Clustering on a Directed GraphCode0
An Image Clustering Auto-Encoder Based on Predefined Evenly-Distributed Class Centroids and MMD DistanceCode0
Deep Adaptive Image ClusteringCode0
Deep Density-based Image ClusteringCode0
Leveraging tensor kernels to reduce objective function mismatch in deep clusteringCode0
Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation LearningCode0
The VampPrior Mixture ModelCode0
Hyperspectral Image Clustering with Spatially-Regularized UltrametricsCode0
Deep Online Probability Aggregation ClusteringCode0
Relative Pairwise Relationship Constrained Non-negative Matrix FactorisationCode0
Image Clustering using an Augmented Generative Adversarial Network and Information MaximizationCode0
Representation Learning for Clustering via Building ConsensusCode0
Rethinking cluster-conditioned diffusion models for label-free image synthesisCode0
Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and MetricCode0
Image Clustering Algorithm Based on Self-Supervised Pretrained Models and Latent Feature Distribution OptimizationCode0
Image Clustering with Optimization Algorithms and Color SpaceCode0
Clustering Without Knowing How To: Application and EvaluationCode0
Towards Realistic Long-tailed Semi-supervised Learning in an Open WorldCode0
CNN features are also great at unsupervised classificationCode0
Scalable Sequential Spectral ClusteringCode0
Deep Multimodal Subspace Clustering NetworksCode0
Improving Image Clustering through Sample Ranking and Its Application to remote--sensing imagesCode0
Adaptive Low-Rank Kernel Subspace ClusteringCode0
Multi-Modal Deep Clustering: Unsupervised Partitioning of ImagesCode0
Improving Image Clustering With Multiple Pretrained CNN Feature ExtractorsCode0
Improving k-Means Clustering Performance with Disentangled Internal RepresentationsCode0
Web-Scale Image Clustering RevisitedCode0
Deep clustering: On the link between discriminative models and K-meansCode0
Scattering Transform Based Image Clustering using Projection onto Orthogonal ComplementCode0
Interpretable Visualizations with Differentiating Embedding NetworksCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TURTLE (CLIP + DINOv2)Accuracy1—Unverified
2PRCut (CLIP)Accuracy0.98—Unverified
3PRO-DSCAccuracy0.97—Unverified
4TEMI CLIP ViT-L (openai)Accuracy0.97—Unverified
5DPACAccuracy0.93—Unverified
6SPICE-BPAAccuracy0.93—Unverified
7SeCuAccuracy0.93—Unverified
8TACAccuracy0.92—Unverified
9SPICE*Accuracy0.92—Unverified
10DCN+BRBAccuracy0.91—Unverified
#ModelMetricClaimedVerifiedStatus
1TURTLE (CLIP + DINOv2)Accuracy0.9—Unverified
2PRCut (DinoV2)Accuracy0.79—Unverified
3PRO-DSCAccuracy0.77—Unverified
4TEMI CLIP ViT-L (openai)Accuracy0.74—Unverified
5TEMI DINO ViT-BAccuracy0.67—Unverified
6ITAEAccuracy0.65—Unverified
7SPICE*Accuracy0.58—Unverified
8DPACAccuracy0.56—Unverified
9HUMEAccuracy0.56—Unverified
10SPICE-BPAAccuracy0.55—Unverified
#ModelMetricClaimedVerifiedStatus
1TURTLE (CLIP + DINOv2)Accuracy1—Unverified
2TEMI DINO ViT-BAccuracy0.99—Unverified
3TACAccuracy0.98—Unverified
4SPICE-BPAAccuracy0.94—Unverified
5DPACAccuracy0.93—Unverified
6SPICE*Accuracy0.93—Unverified
7HUMEAccuracy0.91—Unverified
8TCLAccuracy0.87—Unverified
9RUCAccuracy0.87—Unverified
10IMC-SwAV (Best)Accuracy0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1MAE-CT (best)Accuracy0.94—Unverified
2MAE-CT (mean)Accuracy0.87—Unverified
3PRO-DSCAccuracy0.84—Unverified
4ProPos*Accuracy0.78—Unverified
5ProPosAccuracy0.75—Unverified
6DPACAccuracy0.73—Unverified
7ConCURLAccuracy0.7—Unverified
8SPICEAccuracy0.68—Unverified
9TCLAccuracy0.64—Unverified
10IDFDAccuracy0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1TACNMI0.99—Unverified
2SPICENMI0.93—Unverified
3DPACNMI0.93—Unverified
4ProPos*NMI0.91—Unverified
5ConCURLNMI0.91—Unverified
6CoHiClustNMI0.91—Unverified
7C3NMI0.91—Unverified
8IDFDNMI0.9—Unverified
9ProPosNMI0.9—Unverified
10TCLNMI0.88—Unverified
#ModelMetricClaimedVerifiedStatus
1SPCNMI0.98—Unverified
2ADECNMI0.97—Unverified
3N2D (UMAP)NMI0.96—Unverified
4DynAENMI0.96—Unverified
5DDC-DANMI0.96—Unverified
6DENNMI0.96—Unverified
7DTI-ClusteringNMI0.94—Unverified
8EnSCNMI0.94—Unverified
9ClusterGANNMI0.94—Unverified
10DBCNMI0.94—Unverified
#ModelMetricClaimedVerifiedStatus
1SPCNMI0.95—Unverified
2DynAENMI0.95—Unverified
3DENNMI0.94—Unverified
4DDC-DANMI0.94—Unverified
5SR-K-meansNMI0.94—Unverified
6ClusterGANNMI0.93—Unverified
7DMSCNMI0.93—Unverified
8DDCNMI0.92—Unverified
9JULE-RCNMI0.91—Unverified
10N2D (UMAP)NMI0.9—Unverified
#ModelMetricClaimedVerifiedStatus
1PRO-DSCAccuracy0.7—Unverified
2ITAEAccuracy0.68—Unverified
3SPICEAccuracy0.31—Unverified
4IMC-SwAV (Best)Accuracy0.28—Unverified
5IMC-SwAV (Avg+-)Accuracy0.28—Unverified
6C3Accuracy0.14—Unverified
7CCAccuracy0.14—Unverified
8MMDCAccuracy0.12—Unverified
9DCCMAccuracy0.11—Unverified
10DACAccuracy0.07—Unverified
#ModelMetricClaimedVerifiedStatus
1PRCut (DinoV2)Accuracy0.79—Unverified
2VMMAccuracy0.72—Unverified
3SPCAccuracy0.68—Unverified
4N2D (UMAP)Accuracy0.67—Unverified
5CoHiClustAccuracy0.65—Unverified
6DENAccuracy0.64—Unverified
7PSSCAccuracy0.63—Unverified
8GDLAccuracy0.63—Unverified
9DDCAccuracy0.62—Unverified
10DTI-ClusteringAccuracy0.61—Unverified
#ModelMetricClaimedVerifiedStatus
1TURTLE (CLIP + DINOv2)Accuracy72.9—Unverified
2MIM-Refiner (D2V2-ViT-H/14)Accuracy67.3—Unverified
3SeLaNMI66.4—Unverified
4PRO-DSCAccuracy65—Unverified
5MIM-Refiner (MAE-ViT-H/14)Accuracy64.6—Unverified