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 201236 of 236 papers

TitleStatusHype
Adaptive Low-Rank Kernel Subspace ClusteringCode0
CNN features are also great at unsupervised classificationCode0
DarkRank: Accelerating Deep Metric Learning via Cross Sample Similarities Transfer0
Deep Clustering via Joint Convolutional Autoencoder Embedding and Relative Entropy MinimizationCode0
Graph Regularized Tensor Sparse Coding for Image Representation0
Discriminatively Boosted Image Clustering with Fully Convolutional Auto-EncodersCode0
Universal Joint Image Clustering and Registration using Partition Information0
Image Clustering without Ground Truth0
Boost K-Means0
Deep ColorizationCode0
Joint Unsupervised Learning of Deep Representations and Image ClustersCode0
Regression-based Hypergraph Learning for Image Clustering and Classification0
Elastic Net Hypergraph Learning for Image Clustering and Semi-supervised Classification0
Scalable Sequential Spectral ClusteringCode0
Unsupervised High-level Feature Learning by Ensemble Projection for Semi-supervised Image Classification and Image Clustering0
Get More With Less: Near Real-Time Image Clustering on Mobile Phones0
Web-Scale Image Clustering RevisitedCode0
Spectral Clustering and Block Models: A Review And A New Algorithm0
Reconstructing the World* in Six Days *(As Captured by the Yahoo 100 Million Image Dataset)0
Metric Imitation by Manifold Transfer for Efficient Vision Applications0
Clustering multi-way data: a novel algebraic approach0
Structure Preserving Large Imagery Reconstruction0
Weakly supervised construction of a repository of iconic images0
Graph Regularized Non-negative Matrix Factorization By Maximizing Correntropy0
Improving Image Clustering using Sparse Text and the Wisdom of the Crowds0
Image Representation Learning Using Graph Regularized Auto-Encoders0
Memoized Online Variational Inference for Dirichlet Process Mixture Models0
Scalable Sparse Subspace Clustering0
Locally linear representation for image clustering0
Distributed Low-rank Subspace Segmentation0
Multiple Kernel Sparse Representations for Supervised and Unsupervised Learning0
Constructing the L2-Graph for Robust Subspace Learning and Subspace Clustering0
Graph Degree Linkage: Agglomerative Clustering on a Directed GraphCode0
Image Similarity Using Sparse Representation and Compression Distance0
Filtering Abstract Senses From Image Search Results0
A Bayesian Model for Simultaneous Image Clustering, Annotation and Object Segmentation0
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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
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