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 51100 of 236 papers

TitleStatusHype
Exploring the Limits of Deep Image Clustering using Pretrained ModelsCode1
Contrastive Hierarchical ClusteringCode1
A Provable Splitting Approach for Symmetric Nonnegative Matrix Factorization0
Local Connectivity-Based Density Estimation for Face ClusteringCode1
C3: Cross-instance guided Contrastive ClusteringCode1
Twin Contrastive Learning for Online ClusteringCode1
Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and MetricCode0
Improving Image Clustering through Sample Ranking and Its Application to remote--sensing imagesCode0
Self-supervised Image Clustering from Multiple Incomplete Views via Constrastive Complementary Generation0
Contrastive learning for unsupervised medical image clustering and reconstruction0
Clustering Without Knowing How To: Application and EvaluationCode0
Efficient Deep Clustering of Human Activities and How to Improve EvaluationCode0
Joint Debiased Representation and Image Clustering Learning with Self-Supervision0
Semantic-Enhanced Image Clustering0
Deep Image Clustering with Contrastive Learning and Multi-scale Graph Convolutional NetworksCode1
Vision Transformer for Contrastive ClusteringCode1
Deep embedded clustering algorithm for clustering PACS repositories0
Attention-based Dynamic Subspace Learners for Medical Image Analysis0
DeepCluE: Enhanced Image Clustering via Multi-layer Ensembles in Deep Neural Networks0
HIRL: A General Framework for Hierarchical Image Representation LearningCode1
Image Trinarization Using a Partial Differential Equations: A Novel Approach to Automatic Sperm Image Analysis0
Fully Automated Binary Pattern Extraction For Finger Vein Identification using Double Optimization Stages-Based Unsupervised Learning Approach0
There’s a Time and Place for Reasoning Beyond the ImageCode1
Unsupervised detection of ash dieback disease (Hymenoscyphus fraxineus) using diffusion-based hyperspectral image clustering0
Time Series Clustering for Grouping Products Based on Price and Sales Patterns0
Unsupervised Diffusion and Volume Maximization-Based Clustering of Hyperspectral ImagesCode0
There is a Time and Place for Reasoning Beyond the ImageCode1
Subspace Co-clustering with Two-Way Graph ConvolutionCode0
Spectral image clustering on dual-energy CT scans using functional regression mixturesCode0
Optimal Estimation and Computational Limit of Low-rank Gaussian Mixtures0
Anomaly Clustering: Grouping Images into Coherent Clusters of Anomaly TypesCode1
Use Image Clustering to Facilitate Technology Assisted Review0
Out-of-Distribution Detection Without Class Labels0
Sparse Subspace Clustering Friendly Deep Dictionary Learning for Hyperspectral Image Classification0
Learning Representation for Clustering via Prototype Scattering and Positive SamplingCode1
There’s a Time and Place for Reasoning Beyond the Image0
Large-Scale Hyperspectral Image Clustering Using Contrastive LearningCode0
Spectral unmixing of Raman microscopic images of single human cells using Independent Component Analysis0
One Stage Autoencoders for Multi-Domain Learning0
Language-Guided Image Clustering0
Cluster Analysis with Deep Embeddings and Contrastive Learning0
Joint Debiased Representation Learning and Imbalanced Data Clustering0
MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous DrivingCode1
Deep Relational Metric LearningCode1
Clustering by Maximizing Mutual Information Across Views0
A Simple Approach to Automated Spectral ClusteringCode0
Selective Pseudo-label ClusteringCode1
Deep Visual Attention-Based Transfer Clustering0
Neural Mixture Models with Expectation-Maximization for End-to-end Deep Clustering0
Learning Hierarchical Graph Neural Networks for Image ClusteringCode0
Show:102550
← PrevPage 2 of 5Next →

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
5ConCURLNMI0.91Unverified
6CoHiClustNMI0.91Unverified
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