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
Clustering-friendly Representation Learning via Instance Discrimination and Feature DecorrelationCode1
There’s a Time and Place for Reasoning Beyond the ImageCode1
Deep Image Clustering with Category-Style RepresentationCode1
Anomaly Clustering: Grouping Images into Coherent Clusters of Anomaly TypesCode1
Exploring the Limits of Deep Image Clustering using Pretrained ModelsCode1
Dissimilarity Mixture Autoencoder for Deep ClusteringCode1
Combining pretrained CNN feature extractors to enhance clustering of complex natural images0
A Bayesian Model for Simultaneous Image Clustering, Annotation and Object Segmentation0
Low-Rank Isomap Algorithm0
Deep Representation Learning Characterized by Inter-class Separation for Image Clustering0
Attention-based Dynamic Subspace Learners for Medical Image Analysis0
Deep Visual Attention-Based Transfer Clustering0
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift0
Clustering with Jointly Learned Nonlinear Transforms Over Discriminating Min-Max Similarity/Dissimilarity Assignment0
Locally linear representation for image clustering0
MemeSequencer: Sparse Matching for Embedding Image Macros0
Clustering multi-way data: a novel algebraic approach0
Joint Debiased Representation Learning and Imbalanced Data Clustering0
Deep embedded clustering algorithm for clustering PACS repositories0
A Transfer Learning based Feature-Weak-Relevant Method for Image Clustering0
Language-Guided Image Clustering0
Learning eating environments through scene clustering0
A Self-Balanced Min-Cut Algorithm for Image Clustering0
Grid Jigsaw Representation with CLIP: A New Perspective on Image Clustering0
Clustering by Maximizing Mutual Information Across Views0
Advanced Clustering Framework for Semiconductor Image Analytics Integrating Deep TDA with Self-Supervised and Transfer Learning Techniques0
Learning Embeddings for Image Clustering: An Empirical Study of Triplet Loss Approaches0
Memoized Online Variational Inference for Dirichlet Process Mixture Models0
Interpretable Image Clustering via Diffeomorphism-Aware K-Means0
Cluster Analysis with Deep Embeddings and Contrastive Learning0
Deep Clustering of Remote Sensing Scenes through Heterogeneous Transfer Learning0
GAN-EM: GAN based EM learning framework0
Quantum Block-Matching Algorithm using Dissimilarity Measure0
Joint Debiased Representation and Image Clustering Learning with Self-Supervision0
Funny-Valen-Tine: Planning Solution Distribution Enhances Machine Abstract Reasoning Ability0
Fully Automated Binary Pattern Extraction For Finger Vein Identification using Double Optimization Stages-Based Unsupervised Learning Approach0
DeepCluE: Enhanced Image Clustering via Multi-layer Ensembles in Deep Neural Networks0
Filtering Abstract Senses From Image Search Results0
Get More With Less: Near Real-Time Image Clustering on Mobile Phones0
Graph-based Multi-view Binary Learning for Image Clustering0
Bridging Distribution Learning and Image Clustering in High-dimensional Space0
Improving Image Clustering using Sparse Text and the Wisdom of the Crowds0
Graph Regularized Non-negative Matrix Factorization By Maximizing Correntropy0
Graph Regularized Tensor Sparse Coding for Image Representation0
Featuring the topology with the unsupervised machine learning0
Highly-Economized Multi-View Binary Compression for Scalable Image Clustering0
Deep Adversarial Subspace Clustering0
HyperNTF: A Hypergraph Regularized Nonnegative Tensor Factorization for Dimensionality Reduction0
Clustering-friendly Representation Learning for Enhancing Salient Features0
A Provable Splitting Approach for Symmetric Nonnegative Matrix Factorization0
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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