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 101150 of 236 papers

TitleStatusHype
Joint Debiased Representation and Image Clustering Learning with Self-Supervision0
Semantic-Enhanced Image Clustering0
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
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
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
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
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
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
Language-Guided Image Clustering0
One Stage Autoencoders for Multi-Domain Learning0
Cluster Analysis with Deep Embeddings and Contrastive Learning0
Joint Debiased Representation Learning and Imbalanced Data Clustering0
Clustering by Maximizing Mutual Information Across Views0
A Simple Approach to Automated Spectral ClusteringCode0
Neural Mixture Models with Expectation-Maximization for End-to-end Deep Clustering0
Deep Visual Attention-Based Transfer Clustering0
Learning Hierarchical Graph Neural Networks for Image ClusteringCode0
Representation Learning for Clustering via Building ConsensusCode0
Dataset Summarization by K Principal Concepts0
Unsupervised Classification for Polarimetric SAR Data Using Variational Bayesian Wishart Mixture Model with Inverse Gamma-Gamma Prior0
Low-Rank Isomap Algorithm0
HyperNTF: A Hypergraph Regularized Nonnegative Tensor Factorization for Dimensionality Reduction0
Combining pretrained CNN feature extractors to enhance clustering of complex natural images0
Interpretable Image Clustering via Diffeomorphism-Aware K-Means0
Doubly Stochastic Subspace ClusteringCode0
Scattering Transform Based Image Clustering using Projection onto Orthogonal ComplementCode0
Image Clustering using an Augmented Generative Adversarial Network and Information MaximizationCode0
Multi-level Feature Learning on Embedding Layer of Convolutional Autoencoders and Deep Inverse Feature Learning for Image Clustering0
Spectral Analysis Network for Deep Representation Learning and Image Clustering0
SA-Net: A deep spectral analysis network for image clustering0
Learning Embeddings for Image Clustering: An Empirical Study of Triplet Loss Approaches0
Unsupervised Image Classification for Deep Representation LearningCode0
Interpretable Visualizations with Differentiating Embedding NetworksCode0
Unsupervised Transfer Learning with Self-Supervised Remedy0
Improving k-Means Clustering Performance with Disentangled Internal RepresentationsCode0
Variational Clustering: Leveraging Variational Autoencoders for Image Clustering0
Robust Tensor Decomposition for Image Representation Based on Generalized Correntropy0
Hyperspectral Image Clustering with Spatially-Regularized UltrametricsCode0
DHOG: Deep Hierarchical Object Grouping0
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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