Clustering on ImageNet-10 (test)
0.996NMILAIC framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAIC framework2026.03 | 0.996 | 99.8 | 0.997 | |
| TAC2026.03 | 0.982 | 99.2 | 0.983 | |
| PRO-DSC2026.03 | 0.98 | 99 | 0.978 | |
| SIC2026.03 | 0.969 | 98.3 | 0.962 | |
| GCPM-GClustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 0.967 | 98.8 | 97.1 | |
| GCPM-EClustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 0.944 | 97.1 | 93.9 | |
| IDCTCLCluster Count Knowledge=Known2026.06 | 0.932 | 97.2 | 93.9 | |
| GCPM-IClustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 0.928 | 97.5 | 86.4 | |
| CoHiClust2023.03 | 0.907 | 95.3 | 0.899 | |
| IDFD2021.06 | 0.898 | 95.4 | 0.901 | |
| TCLCluster Count Knowledge=Known2026.06 | 0.896 | 90.4 | 85 | |
| DivClustCluster Count Knowledge=Known2026.06 | 0.891 | 93.6 | 87.8 | |
| CC2020.09 | 0.859 | 89.3 | 0.822 | |
| CC2023.03 | 0.859 | 89.3 | 0.822 | |
| CC2021.06 | 0.859 | 89.3 | 0.822 | |
| CCCluster Count Knowledge=Known2026.06 | 0.859 | 89.3 | 82.2 | |
| LFSSCluster Count Knowledge=Known2026.06 | 0.856 | 93.2 | 85.7 | |
| Cop-KMS.Clustering Algorithm=K-Means, Cluster Count Knowledge=Known2026.06 | 0.855 | 88.6 | 81 | |
| LFSS2026.03 | 0.852 | 93.8 | 0.854 | |
| TCC2021.06 | 0.848 | 89.7 | 0.825 | |
| TCCCluster Count Knowledge=Known2026.06 | 0.848 | 89.7 | 82 | |
| DMICCCluster Count Knowledge=Known2026.06 | 0.843 | 92.5 | 85.2 | |
| MiCECluster Count Knowledge=Known2026.06 | 0.842 | 90.1 | 82.2 | |
| FixMatchCluster Count Knowledge=Known2026.06 | 0.842 | 92.5 | 84.4 | |
| PCLCluster Count Knowledge=Known2026.06 | 0.841 | 90.7 | 82.2 | |
| GCCCluster Count Knowledge=Known2026.06 | 0.841 | 90.7 | 82.2 | |
| DRCProtocol=Best2020.08 | 0.83 | 88.4 | 0.798 | |
| DRCProtocol=Mean2020.08 | 0.828 | 88.3 | 0.796 | |
| SPICECluster Count Knowledge=Known2026.06 | 0.828 | 92.1 | 83.6 | |
| ProPosCluster Count Knowledge=Known2026.06 | 0.812 | 89 | 78.7 | |
| PICAProtocol=Best2020.08 | 0.802 | 87 | 0.761 | |
| PICA2020.09 | 0.802 | 87 | 0.761 | |
| PICA2023.03 | 0.802 | 87 | 0.761 | |
| CoNRCluster Count Knowledge=Known2026.06 | 0.792 | 87.7 | 75 | |
| PICAProtocol=Mean2020.08 | 0.782 | 85 | 0.733 | |
| PICA2021.06 | 0.782 | 85 | 0.733 | |
| PICACluster Count Knowledge=Known2026.06 | 0.782 | 85 | 73.3 | |
| GCPM-G + MST TraversalClustering Algorithm=HDBSCAN, Cluster Count Knowledge=Unknown, MST Traversal=true2026.06 | 0.762 | — | 72.1 | |
| IDFDCluster Count Knowledge=Known2026.06 | 0.755 | 86.2 | 69 | |
| GCPM-I + MST TraversalClustering Algorithm=HDBSCAN, Cluster Count Knowledge=Unknown, MST Traversal=true2026.06 | 0.755 | — | 72.3 | |
| GCPM-E + MST TraversalClustering Algorithm=HDBSCAN, Cluster Count Knowledge=Unknown, MST Traversal=true2026.06 | 0.755 | — | 70.3 | |
| BYOLCluster Count Knowledge=Known2026.06 | 0.732 | 82.1 | 67.4 | |
| MMDC2021.06 | 0.719 | 81.1 | — | |
| DCCM2020.08 | 0.608 | 71 | 0.555 | |
| DCCM2020.09 | 0.608 | 71 | 0.555 | |
| DCCM2023.03 | 0.608 | 71 | 0.555 | |
| DCCM2021.06 | 0.608 | 71 | 0.555 | |
| DCCS2021.06 | 0.608 | 71 | 0.555 | |
| DCCMCluster Count Knowledge=Known2026.06 | 0.608 | 71 | 55.5 | |
| GATCluster2021.06 | 0.594 | 73.9 | 0.552 | |
| GCPM-GClustering Algorithm=HDBSCAN, Cluster Count Knowledge=Unknown, MST Traversal=false2026.06 | 0.47 | — | 30.9 | |
| DDC2020.09 | 0.433 | 57.7 | 0.345 | |
| DDC2021.06 | 0.433 | 57.7 | 0.345 | |
| GCPM-EClustering Algorithm=HDBSCAN, Cluster Count Knowledge=Unknown, MST Traversal=false2026.06 | 0.418 | — | 0.3 | |
| GCPM-IClustering Algorithm=HDBSCAN, Cluster Count Knowledge=Unknown, MST Traversal=false2026.06 | 0.413 | — | 0.2 | |
| DAC2020.08 | 0.394 | 52.7 | 0.302 | |
| DAC2020.09 | 0.394 | 52.7 | 0.302 | |
| DAC2023.03 | 0.394 | 52.7 | 0.302 | |
| DAC2021.06 | 0.394 | 52.7 | 0.302 | |
| DEC2020.08 | 0.282 | 38.1 | 0.203 | |
| DEC2020.09 | 0.282 | 38.1 | 0.203 | |
| DEC2023.03 | 0.282 | 38.1 | 0.203 | |
| DEC2021.06 | 0.282 | 38.1 | 0.203 | |
| GAN2020.08 | 0.225 | 34.6 | 0.157 | |
| DCGAN2020.09 | 0.225 | 34.6 | 0.157 | |
| DCGAN2023.03 | 0.225 | 34.6 | 0.157 | |
| DCGAN2021.06 | 0.225 | 34.6 | 0.157 | |
| AE2020.08 | 0.21 | 31.7 | 0.152 | |
| AE2020.09 | 0.21 | 31.7 | 0.152 | |
| AE2023.03 | 0.21 | 31.7 | 0.152 | |
| AEevaluation_strategy=k-means on features2021.06 | 0.21 | 31.7 | 0.152 | |
| DAE2020.08 | 0.206 | 30.4 | 0.138 | |
| DAE2020.09 | 0.206 | 30.4 | 0.138 | |
| DAE2023.03 | 0.206 | 30.4 | 0.138 | |
| DAE2021.06 | 0.206 | 30.4 | 0.138 | |
| VAE2020.08 | 0.193 | 33.4 | 0.168 | |
| VAE2020.09 | 0.193 | 33.4 | 0.168 | |
| VAE2023.03 | 0.193 | 33.4 | 0.168 | |
| VAEevaluation_strategy=k-means on features2021.06 | 0.193 | 33.4 | 0.168 | |
| DeCNN2020.08 | 0.186 | 31.3 | 0.142 | |
| DeCNN2020.09 | 0.186 | 31.3 | 0.142 | |
| DeCNN2023.03 | 0.186 | 31.3 | 0.142 | |
| DeCNN2021.06 | 0.186 | 31.3 | 0.142 | |
| JULE2020.08 | 0.175 | 30 | 0.138 | |
| JULE2020.09 | 0.175 | 30 | 0.138 | |
| JULE2023.03 | 0.175 | 30 | 0.138 | |
| JULE2021.06 | 0.175 | 30 | 0.138 | |
| SC2020.08 | 0.151 | 27.4 | 0.076 | |
| SC2020.09 | 0.151 | 27.4 | 0.076 | |
| SC2023.03 | 0.151 | 27.4 | 0.076 | |
| AC2020.08 | 0.138 | 24.2 | 0.067 | |
| AC2020.09 | 0.138 | 24.2 | 0.067 | |
| AC2023.03 | 0.138 | 24.2 | 0.067 | |
| AC2021.06 | 0.138 | 24.2 | 0.067 | |
| NMF2020.08 | 0.132 | 23 | 0.065 | |
| NMF2020.09 | 0.132 | 23 | 0.065 | |
| NMF2023.03 | 0.132 | 23 | 0.065 | |
| NMFevaluation_strategy=k-means on features2021.06 | 0.132 | 23 | 0.065 | |
| K-means2020.08 | 0.119 | 24.1 | 0.057 | |
| K-means2020.09 | 0.119 | 24.1 | 0.057 |