Clustering on STL-10 (test)
99.2AccuracyProbing
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ProbingEvaluation protocol=supervised baseline, include validation split during training=true2023.03 | 99.2 | — | — | |
| GCPM-GClustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 98.8 | 0.969 | 97.4 | |
| TEMI2023.03 | 98.5 | — | — | |
| LAIC framework2026.03 | 98.5 | 0.961 | 96.7 | |
| TAC2026.03 | 98.3 | 0.956 | 96.1 | |
| GCPM-IClustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 98.2 | 0.955 | 96 | |
| SIC2026.03 | 98.1 | 0.953 | 95.9 | |
| MCA2026.03 | 98.1 | 0.955 | 96 | |
| PRO-DSC2026.03 | 98.1 | 0.954 | 95.9 | |
| TSPPre-trained=DINO ViT-B on ImageNet2023.03 | 97.9 | — | — | |
| GCPM-EClustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 97.9 | 0.95 | 95.4 | |
| IC|TCCluster Count Knowledge=Known2026.06 | 97.4 | 0.939 | 94.4 | |
| SPICEAttack State=Pre-attack2022.10 | 94 | 0.87 | 0.87 | |
| SPICE2023.03 | 93.8 | — | — | |
| IDCTCLCluster Count Knowledge=Known2026.06 | 92.7 | 0.853 | 84.6 | |
| SPICECluster Count Knowledge=Known2026.06 | 90.8 | 0.817 | 81.2 | |
| DC-GMMNumber of pairwise constraints=6000, Backbone=ResNet-502021.06 | 89.5 | 0.802 | 78.4 | |
| SupervisedProtocol=Supervised2021.03 | 89.2 | — | — | |
| TCLCluster Count Knowledge=Known2026.06 | 88.6 | 0.82 | 78.5 | |
| RUCAttack State=Pre-attack2022.10 | 87 | 0.78 | 0.74 | |
| ProPosinclude validation split during training=true2023.03 | 86.7 | — | — | |
| LFSS2026.03 | 86.1 | 0.773 | 74 | |
| LFSSCluster Count Knowledge=Known2026.06 | 86.1 | 0.771 | 74 | |
| Cop-KMS.Clustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 85.4 | 0.781 | 73.1 | |
| IMC-SwAVReporting mode=Best2021.03 | 85.3 | 0.747 | 71.6 | |
| CC2020.09 | 85 | 0.764 | 0.726 | |
| CCAttack State=Pre-attack2022.10 | 85 | 0.76 | 0.73 | |
| CC2023.03 | 85 | 0.764 | 0.726 | |
| CCProtocol=Unsupervised2021.03 | 85 | 0.764 | 72.6 | |
| CC2021.06 | 85 | 0.764 | 0.726 | |
| CCCluster Count Knowledge=Known2026.06 | 85 | 0.764 | 72.6 | |
| SeCuwith self-labeling=true2023.11 | 83.6 | 0.733 | 0.693 | |
| SeCuCluster Count Knowledge=Known2026.06 | 83.6 | 0.733 | 69.3 | |
| GCCwith self-labeling=true, Two-stage=true2023.11 | 83.3 | — | — | |
| ProPosCluster Count Knowledge=Known2026.06 | 83.2 | 0.721 | 70.4 | |
| IMC-SwAVReporting mode=Average2021.03 | 83.1 | 0.729 | 68.5 | |
| C-IDECNumber of pairwise constraints=6000, Backbone=ResNet-502021.06 | 81.6 | 0.773 | 71.8 | |
| SeCu-Sizeselection=best2023.11 | 81.4 | 0.707 | 0.657 | |
| TCC2021.06 | 81.4 | 0.732 | 0.689 | |
| TCCCluster Count Knowledge=Known2026.06 | 81.4 | 0.732 | 68.9 | |
| CoNRCluster Count Knowledge=Known2026.06 | 81.2 | 0.702 | 69.2 | |
| NNMAttack State=Pre-attack2022.10 | 81 | 0.7 | 0.65 | |
| PCLCluster Count Knowledge=Known2026.06 | 81 | 0.718 | 67 | |
| SCAN2023.03 | 80.9 | — | — | |
| SCANwith self-labeling=true, Two-stage=true2023.11 | 80.9 | 0.698 | 0.646 | |
| SCANReporting mode=Best2021.03 | 80.9 | 0.698 | 64.6 | |
| SCANCluster Count Knowledge=Known2026.06 | 80.9 | 0.698 | 64.6 | |
| NNM2023.03 | 80.8 | — | — | |
| NNMTwo-stage=true2023.11 | 80.8 | 0.694 | 0.65 | |
| NMMCluster Count Knowledge=Known2026.06 | 80.8 | 0.694 | 65 | |
| BYOLCluster Count Knowledge=Known2026.06 | 80.7 | 0.68 | 63.5 | |
| Supervised2023.11 | 80.6 | 0.659 | 0.631 | |
| SeCu-Entropyselection=best2023.11 | 80.5 | 0.699 | 0.644 | |
| SeCu-Sizeselection=mean2023.11 | 80.2 | 0.694 | 0.639 | |
| SeCu-Entropyselection=mean2023.11 | 79.5 | 0.687 | 0.63 | |
| SDECNumber of pairwise constraints=6000, Backbone=ResNet-502021.06 | 79.2 | 0.786 | 71 | |
| SCANAttack State=Pre-attack2022.10 | 79 | 0.67 | 0.62 | |
| GCCTwo-stage=true2023.11 | 78.8 | 0.684 | 0.631 | |
| GCCCluster Count Knowledge=Known2026.06 | 78.8 | 0.684 | 63.1 | |
| VaDENumber of pairwise constraints=0, mode=unsupervised, Backbone=ResNet-502021.06 | 77.3 | 0.706 | 62.7 | |
| IDFD2021.06 | 75.6 | 0.643 | 0.575 | |
| SCANTwo-stage=true, selection=mean2023.11 | 75.5 | 0.654 | 0.59 | |
| DMICCCluster Count Knowledge=Known2026.06 | 75.5 | 0.641 | 60.5 | |
| MiCE2021.06 | 75.2 | 0.635 | 0.575 | |
| MiCECluster Count Knowledge=Known2026.06 | 75.2 | 0.635 | 57.5 | |
| SwAV + K-meansProtocol=Unsupervised2021.03 | 74.9 | 0.705 | 54 | |
| DRCProtocol=Best2020.08 | 74.7 | 64.4 | 0.569 | |
| DRCProtocol=Unsupervised2021.03 | 74.7 | 0.644 | 56.9 | |
| DRCProtocol=Mean2020.08 | 74.4 | 63.9 | 0.564 | |
| IDFDCluster Count Knowledge=Known2026.06 | 74.1 | 0.623 | 55 | |
| MoCo baselinestages=two-stage2021.06 | 72.8 | 0.615 | 0.524 | |
| PICAProtocol=Best2020.08 | 71.3 | 61.1 | 0.531 | |
| PICA2020.09 | 71.3 | 0.611 | 0.531 | |
| PICA2023.03 | 71.3 | 0.611 | 0.531 | |
| PICAselection=best2023.11 | 71.3 | 0.611 | 0.531 | |
| PICAProtocol=Unsupervised2021.03 | 71.3 | 0.611 | 53.1 | |
| PCKmeansNumber of pairwise constraints=6000, Backbone=ResNet-502021.06 | 70.3 | 0.716 | 58.4 | |
| PICAProtocol=Mean2020.08 | 69.3 | 59.2 | 0.504 | |
| FixMatchCluster Count Knowledge=Known2026.06 | 68.6 | 0.617 | 49.2 | |
| EmbedULProtocol=Unsupervised2021.03 | 66.5 | — | — | |
| Pretext+k-meansTwo-stage=true2023.11 | 65.8 | 0.604 | 0.506 | |
| MiCEAttack State=Pre-attack2022.10 | 62 | 0.56 | 0.46 | |
| CoHiClust2023.03 | 61.3 | 0.584 | 0.474 | |
| MMDC2021.06 | 61.1 | 0.498 | — | |
| IIC2020.03 | 59.8 | — | — | |
| IIC2023.11 | 59.6 | 0.496 | 0.397 | |
| IICProtocol=Unsupervised2021.03 | 59.6 | 0.496 | 39.7 | |
| IMSAT-DCGANProtocol=Unsupervised2021.03 | 58.7 | — | — | |
| GATCluster2021.06 | 58.3 | 0.446 | 0.363 | |
| DCCSProtocol=Unsupervised2021.03 | 53.6 | 0.49 | 36.2 | |
| ADC2020.09 | 53 | 0.325 | — | |
| ADCProtocol=Unsupervised2021.03 | 53 | — | — | |
| ADC2021.06 | 53 | — | — | |
| IIC2021.06 | 49.9 | 0.431 | 0.295 | |
| IICCluster Count Knowledge=Known2026.06 | 49.9 | 0.431 | 29.5 | |
| DDC2020.09 | 48.9 | 0.371 | 0.267 | |
| DDCProtocol=Unsupervised2021.03 | 48.9 | 0.371 | 26.7 | |
| DDC2021.06 | 48.9 | 0.371 | 0.267 | |
| DHOG2021.06 | 48.3 | 0.413 | 0.272 | |
| DHOGalpha value=0.05, selection strategy=unsup2020.03 | 48.27 | 0.4127 | 0.2723 |