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
Discriminatively Boosted Image Clustering with Fully Convolutional Auto-EncodersCode0
Decipherment of Historical Manuscript ImagesCode0
Deep Adaptive Image ClusteringCode0
Joint Unsupervised Learning of Deep Representations and Image ClustersCode0
Deep Online Probability Aggregation ClusteringCode0
Relative Pairwise Relationship Constrained Non-negative Matrix FactorisationCode0
Representation Learning for Clustering via Building ConsensusCode0
Deep clustering: On the link between discriminative models and K-meansCode0
Deep Clustering via Joint Convolutional Autoencoder Embedding and Relative Entropy MinimizationCode0
Deep Clustering via Probabilistic Ratio-Cut OptimizationCode0
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids ConstructionCode0
Deep ColorizationCode0
Deep Comprehensive Correlation Mining for Image ClusteringCode0
Deep Density-based Image ClusteringCode0
Rethinking cluster-conditioned diffusion models for label-free image synthesisCode0
Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and MetricCode0
Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation LearningCode0
Leveraging tensor kernels to reduce objective function mismatch in deep clusteringCode0
Deep Multimodal Subspace Clustering NetworksCode0
One Stage Autoencoders for Multi-Domain Learning0
Online Meta-learning for AutoML in Real-time (OnMAR)0
Utilization of Neighbor Information for Image Classification with Different Levels of Supervision0
Optimal Estimation and Computational Limit of Low-rank Gaussian Mixtures0
Universal Joint Image Clustering and Registration using Partition Information0
Out-of-Distribution Detection Without Class Labels0
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts0
Pixel-Superpixel Contrastive Learning and Pseudo-Label Correction for Hyperspectral Image Clustering0
Reconstructing the World* in Six Days *(As Captured by the Yahoo 100 Million Image Dataset)0
Robust Tensor Decomposition for Image Representation Based on Generalized Correntropy0
Robust Unsupervised Flexible Auto-weighted Local-Coordinate Concept Factorization for Image Clustering0
SA-Net: A deep spectral analysis network for image clustering0
Scalable Sparse Subspace Clustering0
Truncated Cauchy Non-negative Matrix Factorization0
Scaling Up Deep Clustering Methods Beyond ImageNet-1K0
Unsupervised Classification for Polarimetric SAR Data Using Variational Bayesian Wishart Mixture Model with Inverse Gamma-Gamma Prior0
Unsupervised Deep Clustering of MNIST with Triplet-Enhanced Convolutional Autoencoders0
Self-Supervised Convolutional Subspace Clustering Network0
Self-supervised Image Clustering from Multiple Incomplete Views via Constrastive Complementary Generation0
Variational Clustering: Leveraging Variational Autoencoders for Image Clustering0
Advanced Clustering Framework for Semiconductor Image Analytics Integrating Deep TDA with Self-Supervised and Transfer Learning Techniques0
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift0
Semantic-Enhanced Image Clustering0
A Provable Splitting Approach for Symmetric Nonnegative Matrix Factorization0
Quantum Block-Matching Algorithm using Dissimilarity Measure0
A Self-Balanced Min-Cut Algorithm for Image Clustering0
A Transfer Learning based Feature-Weak-Relevant Method for Image Clustering0
Attention-based Dynamic Subspace Learners for Medical Image Analysis0
Signal-to-Noise Ratio: A Robust Distance Metric for Deep Metric Learning0
Unsupervised Deep Generative Adversarial Hashing Network0
Balanced Self-Paced Learning for Generative Adversarial Clustering Network0
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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