Clustering on CIFAR-10 (test)
1ARISMERA-MVC
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SMERA-MVCCPU Time (s)=214.23, Speedup=0.52x2024.03 | 1 | 100 | 1 | 100 | 100 | 100 | 100 | — | — | — | |
| FlexCFLData mixing=Label skew 32025.06 | 1 | — | — | — | — | — | — | — | — | — | |
| CLoVEData mixing=Label skew 32025.06 | 1 | — | — | — | — | — | — | — | — | — | |
| FlexCFLData mixing=Label skew 42025.06 | 1 | — | — | — | — | — | — | — | — | — | |
| CLoVEData mixing=Label skew 42025.06 | 1 | — | — | — | — | — | — | — | — | — | |
| S2MVTCCPU Time (s)=11.13, Speedup=9.98x2024.03 | 0.9988 | 99.94 | 0.9983 | 99.94 | 99.89 | 99.89 | 99.89 | — | — | — | |
| BMVCCPU Time (s)=12.09, Speedup=9.19x2024.03 | 0.9876 | 99.44 | 0.9846 | 99.44 | 98.89 | 98.89 | 98.76 | — | — | — | |
| FastMICECPU Time (s)=94.05, Speedup=1.18x2024.03 | 0.9824 | 99.2 | 0.9778 | 99.2 | 98.42 | 98.42 | 98.42 | — | — | — | |
| SFMCCPU Time (s)=119.74, Speedup=0.93x2024.03 | 0.9722 | 98.73 | 0.9671 | 98.73 | 97.5 | 97.5 | 97.5 | — | — | — | |
| FMVACCCPU Time (s)=134.57, Speedup=0.83x2024.03 | 0.954 | 96.46 | 0.9627 | 97.18 | 95.88 | 94.89 | 97.01 | — | — | — | |
| FSMSCCPU Time (s)=56.46, Speedup=1.97x2024.03 | 0.9512 | 99.54 | 0.9701 | 96.63 | 95.64 | 94.06 | 97.44 | — | — | — | |
| OPMCCPU Time (s)=21.33, Speedup=5.21x2024.03 | 0.949 | 97.64 | 0.942 | 97.64 | 95.41 | 95.4 | 95.42 | — | — | — | |
| FPMVS-CAGCPU Time (s)=35.3, Speedup=3.15x2024.03 | 0.8822 | 89.69 | 0.9423 | 89.72 | 89.53 | 82.84 | 97.96 | — | — | — | |
| Supervised2021.05 | 0.87 | 93.8 | 0.862 | — | — | — | — | — | — | — | |
| Supervised2023.11 | 0.87 | 93.8 | 0.862 | — | — | — | — | — | — | — | |
| DPACOPASelf-labeling fine-tuning=true, Clustering mode=Online2024.07 | 0.866 | 93.4 | 0.87 | — | — | — | — | — | — | — | |
| LFSSClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.866 | 93.4 | 0.872 | — | — | — | — | — | — | — | |
| SeCuwith self-labeling=true2023.11 | 0.857 | 93 | 0.861 | — | — | — | — | — | — | — | |
| SeCuSelf-labeling fine-tuning=true, Clustering mode=Online2024.07 | 0.857 | 93 | 0.861 | — | — | — | — | — | — | — | |
| SeCu2024.11 | 0.857 | 93 | 0.861 | — | — | — | — | — | — | — | |
| SeCuClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.857 | 93 | 0.861 | — | — | — | — | — | — | — | |
| FixMatchClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.854 | 92.8 | 0.868 | — | — | — | — | — | — | — | |
| SPICESelf-labeling fine-tuning=true, Clustering mode=Online2024.07 | 0.852 | 92.6 | 0.865 | — | — | — | — | — | — | — | |
| LAIC framework2026.03 | 0.848 | 92.9 | 0.852 | — | — | — | — | — | — | — | |
| IDCTCLClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.848 | 92.7 | 0.844 | — | — | — | — | — | — | — | |
| MCA2026.03 | 0.846 | 92.7 | 0.849 | — | — | — | — | — | — | — | |
| LFSS2026.03 | 0.846 | 92.2 | 0.844 | — | — | — | — | — | — | — | |
| GCPM-GClustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 0.845 | 94.1 | 0.875 | — | — | — | — | — | — | — | |
| SIC2026.03 | 0.844 | 92.6 | 0.847 | — | — | — | — | — | — | — | |
| ProPosClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.841 | 92 | 0.856 | — | — | — | — | — | — | — | |
| SPICEAttack State=Pre-attack2022.10 | 0.84 | 92 | 0.85 | — | — | — | — | — | — | — | |
| TAC2026.03 | 0.834 | 92.1 | 0.834 | — | — | — | — | — | — | — | |
| DCN + BRBcomponent=BRB2024.11 | 0.8242 | 91.23 | 0.8366 | — | — | — | — | — | — | — | |
| IDEC + BRBcomponent=BRB2024.11 | 0.8181 | 90.72 | 0.8326 | — | — | — | — | — | — | — | |
| DPACOPAClustering mode=Online, Formulation=Equation 122024.07 | 0.812 | 90.7 | 0.827 | — | — | — | — | — | — | — | |
| DEC + BRBcomponent=BRB2024.11 | 0.8118 | 90.57 | 0.8257 | — | — | — | — | — | — | — | |
| RUCAttack State=Pre-attack2022.10 | 0.81 | 90 | 0.83 | — | — | — | — | — | — | — | |
| TemiClustering mode=Offline, Pre-training data=ImageNet-1k2024.07 | 0.807 | 90 | 0.829 | — | — | — | — | — | — | — | |
| PRO-DSC2026.03 | 0.802 | 87.1 | 0.796 | — | — | — | — | — | — | — | |
| IMC-SwAVReporting mode=Best2021.03 | 0.8 | 89.7 | 0.818 | — | — | — | — | — | — | — | |
| DPACpacClustering mode=Offline, Formulation=Equation 132024.07 | 0.791 | 89 | 0.812 | — | — | — | — | — | — | — | |
| IMC-SwAVReporting mode=Average2021.03 | 0.79 | 89.1 | 0.811 | — | — | — | — | — | — | — | |
| Cop-KMS.Clustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 0.786 | 89 | 0.823 | — | — | — | — | — | — | — | |
| TCLClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.784 | 88.9 | 0.822 | — | — | — | — | — | — | — | |
| SeCu-Sizeselection=best2023.11 | 0.782 | 88.5 | 0.799 | — | — | — | — | — | — | — | |
| SeCuClustering mode=Online, Cluster size constraint=false2024.07 | 0.782 | 88.5 | 0.799 | — | — | — | — | — | — | — | |
| DCN2024.11 | 0.7817 | 88.55 | 0.8102 | — | — | — | — | — | — | — | |
| TCLSelf-labeling fine-tuning=true, Clustering mode=Online2024.07 | 0.78 | 88.7 | 0.819 | — | — | — | — | — | — | — | |
| k-meansCPU Time (s)=111.04, Speedup=1.00x2024.03 | 0.7791 | 89.35 | 0.7849 | 89.35 | 80.13 | 79.76 | 80.5 | — | — | — | |
| SeCu-Entropyselection=best2023.11 | 0.777 | 88.2 | 0.797 | — | — | — | — | — | — | — | |
| SeCu-Sizeselection=mean2023.11 | 0.775 | 88.1 | 0.793 | — | — | — | — | — | — | — | |
| IDEC2024.11 | 0.7727 | 88.3 | 0.795 | — | — | — | — | — | — | — | |
| DEC2024.11 | 0.7723 | 88.29 | 0.806 | — | — | — | — | — | — | — | |
| SeCu-Entropyselection=mean2023.11 | 0.772 | 88 | 0.792 | — | — | — | — | — | — | — | |
| SCANwith self-labeling=true, Two-stage=true2023.11 | 0.772 | 88.3 | 0.797 | — | — | — | — | — | — | — | |
| SCANSelf-labeling fine-tuning=true, Clustering mode=Offline2024.07 | 0.772 | 88.3 | 0.797 | — | — | — | — | — | — | — | |
| SCANReporting mode=Best2021.03 | 0.772 | 88.3 | 0.797 | — | — | — | — | — | — | — | |
| SCAN2024.11 | 0.772 | 88.3 | 0.797 | — | — | — | — | — | — | — | |
| SCANClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.772 | 88.3 | 0.797 | — | — | — | — | — | — | — | |
| CFL-SData mixing=Label skew 32025.06 | 0.77 | — | — | — | — | — | — | — | — | — | |
| PCLClustering mode=Offline, Cluster size constraint=false2024.07 | 0.766 | 87.4 | 0.802 | — | — | — | — | — | — | — | |
| PCLClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.766 | 87.4 | 0.802 | — | — | — | — | — | — | — | |
| IC|TCClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.759 | 88.4 | 0.789 | — | — | — | — | — | — | — | |
| TCCClustering mode=Online, Cluster size constraint=true2024.07 | 0.733 | 90.6 | 0.79 | — | — | — | — | — | — | — | |
| TCC2021.06 | 0.733 | 90.6 | 0.79 | — | — | — | — | — | — | — | |
| TCCClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.733 | 90.6 | 0.79 | — | — | — | — | — | — | — | |
| CoKeselection=mean2023.11 | 0.732 | 85.7 | 0.766 | — | — | — | — | — | — | — | |
| CoHiClust2023.03 | 0.731 | 83.9 | 0.779 | — | — | — | — | — | — | — | |
| GCCTwo-stage=true2023.11 | 0.728 | 85.6 | 0.764 | — | — | — | — | — | — | — | |
| GCCClustering mode=Online, Cluster size constraint=true2024.07 | 0.728 | 85.6 | 0.764 | — | — | — | — | — | — | — | |
| GCCClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.728 | 85.6 | 0.764 | — | — | — | — | — | — | — | |
| CoNRClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.711 | 85.3 | 0.781 | — | — | — | — | — | — | — | |
| NNMAttack State=Pre-attack2022.10 | 0.71 | 84 | 0.75 | — | — | — | — | — | — | — | |
| NNMTwo-stage=true2023.11 | 0.709 | 84.3 | 0.748 | — | — | — | — | — | — | — | |
| NNMClustering mode=Online, Cluster size constraint=false2024.07 | 0.709 | 84.3 | 0.748 | — | — | — | — | — | — | — | |
| NMMClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.709 | 84.3 | 0.748 | — | — | — | — | — | — | — | |
| SPICEClustering mode=Online, Cluster size constraint=true2024.07 | 0.705 | 83.8 | 0.734 | — | — | — | — | — | — | — | |
| SPICEClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.705 | 83.8 | 0.734 | — | — | — | — | — | — | — | |
| MiCE2021.06 | 0.698 | 83.5 | 0.737 | — | — | — | — | — | — | — | |
| MiCEClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.698 | 83.5 | 0.737 | — | — | — | — | — | — | — | |
| MiCEAttack State=Pre-attack2022.10 | 0.69 | 83 | 0.73 | — | — | — | — | — | — | — | |
| IFCAData mixing=Label skew 32025.06 | 0.69 | — | — | — | — | — | — | — | — | — | |
| DivClustClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.681 | 81.9 | 0.724 | — | — | — | — | — | — | — | |
| BYOLClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.68 | 83.3 | 0.723 | — | — | — | — | — | — | — | |
| DMICCClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.675 | 83.1 | 0.722 | — | — | — | — | — | — | — | |
| IDFDClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.666 | 81.5 | 0.714 | — | — | — | — | — | — | — | |
| SCANTwo-stage=true, selection=mean2023.11 | 0.665 | 81.8 | 0.712 | — | — | — | — | — | — | — | |
| IDFDClustering mode=Offline, Cluster size constraint=false2024.07 | 0.663 | 81.5 | 0.711 | — | — | — | — | — | — | — | |
| IDFD2021.06 | 0.663 | 81.5 | 0.714 | — | — | — | — | — | — | — | |
| SCANAttack State=Pre-attack2022.10 | 0.66 | 82 | 0.71 | — | — | — | — | — | — | — | |
| PACFLData mixing=Label skew 42025.06 | 0.66 | — | — | — | — | — | — | — | — | — | |
| GCPM-EClustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 0.659 | 82.6 | 0.698 | — | — | — | — | — | — | — | |
| CCAttack State=Pre-attack2022.10 | 0.64 | 79 | 0.7 | — | — | — | — | — | — | — | |
| CC2020.09 | 0.637 | 79 | 0.705 | — | — | — | — | — | — | — | |
| CC2023.03 | 0.637 | 79 | 0.705 | — | — | — | — | — | — | — | |
| CCClustering mode=Online, Cluster size constraint=true2024.07 | 0.637 | 79 | 0.705 | — | — | — | — | — | — | — | |
| CCProtocol=Unsupervised2021.03 | 0.637 | 79 | 0.705 | — | — | — | — | — | — | — | |
| CC2021.06 | 0.637 | 79 | 0.705 | — | — | — | — | — | — | — | |
| CCClustering Algorithm=not specified, Cluster Count Knowledge=Known2026.06 | 0.637 | 79 | 0.705 | — | — | — | — | — | — | — | |
| SwAV + K-meansProtocol=Unsupervised2021.03 | 0.613 | 78.4 | 0.675 | — | — | — | — | — | — | — |