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 151200 of 236 papers

TitleStatusHype
FLIC: Fast Lidar Image Clustering0
Leveraging tensor kernels to reduce objective function mismatch in deep clusteringCode0
Image Analytics for Legal Document Review: A Transfer Learning Approach0
Graph-based Multi-view Binary Learning for Image Clustering0
Transformed Subspace Clustering0
Multi-Modal Deep Clustering: Unsupervised Partitioning of ImagesCode0
Spatial Sparse subspace clustering for Compressive Spectral imaging0
Learning eating environments through scene clustering0
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift0
Pareto-optimal data compression for binary classification tasksCode0
N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded EmbeddingCode0
Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation LearningCode0
Featuring the topology with the unsupervised machine learning0
Feature-Based Image Clustering and Segmentation Using WaveletsCode0
An Image Clustering Auto-Encoder Based on Predefined Evenly-Distributed Class Centroids and MMD DistanceCode0
Truncated Cauchy Non-negative Matrix Factorization0
Balanced Self-Paced Learning for Generative Adversarial Clustering Network0
Robust Unsupervised Flexible Auto-weighted Local-Coordinate Concept Factorization for Image Clustering0
Joint Learning of Self-Representation and Indicator for Multi-View Image Clustering0
Self-Supervised Convolutional Subspace Clustering Network0
Deep Comprehensive Correlation Mining for Image ClusteringCode0
Signal-to-Noise Ratio: A Robust Distance Metric for Deep Metric Learning0
Improving Deep Image Clustering With Spatial Transformer Layers0
Spectral-Spatial Diffusion Geometry for Hyperspectral Image Clustering0
StampNet: unsupervised multi-class object discoveryCode0
Clustering with Jointly Learned Nonlinear Transforms Over Discriminating Min-Max Similarity/Dissimilarity Assignment0
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids ConstructionCode0
Deep Representation Learning Characterized by Inter-class Separation for Image Clustering0
Dynamic Graph-Based Label Propagation for Density Peaks ClusteringCode0
Deep Density-based Image ClusteringCode0
GAN-EM: GAN based EM learning framework0
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and DiscoveryCode0
Dropping Symmetry for Fast Symmetric Nonnegative Matrix Factorization0
Unsupervised organization of cervical cells using high resolution digital holographic microscopy0
Accurate and Scalable Image Clustering Based On Sparse Representation of Camera FingerprintCode0
Decipherment of Historical Manuscript ImagesCode0
Deep clustering: On the link between discriminative models and K-meansCode0
Highly-Economized Multi-View Binary Compression for Scalable Image Clustering0
A Transfer Learning based Feature-Weak-Relevant Method for Image Clustering0
Improving Image Clustering With Multiple Pretrained CNN Feature ExtractorsCode0
Unsupervised Deep Generative Adversarial Hashing Network0
Deep Adversarial Subspace Clustering0
Estimation of Non-Normalized Mixture Models and Clustering Using Deep Representation0
Image Clustering with Optimization Algorithms and Color SpaceCode0
Deep Multimodal Subspace Clustering NetworksCode0
Relative Pairwise Relationship Constrained Non-negative Matrix FactorisationCode0
MemeSequencer: Sparse Matching for Embedding Image Macros0
Deep Adaptive Image ClusteringCode0
A Self-Balanced Min-Cut Algorithm for Image Clustering0
Deep Subspace Clustering NetworksCode0
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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