Clustering on COIL-20
79.3ACCDBC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DBC2017.03 | 79.3 | 89.5 | |
| FCAE-KMS2017.03 | 78.7 | 88.2 | |
| DCN2021.09 | 74 | 81 | |
| DEKMUpdating Strategy=Full-batch2021.09 | 72.62 | 81.97 | |
| DEN2017.03 | 72.5 | 87 | |
| DCEC2021.09 | 71.88 | 82.24 | |
| MRDD-csConsistency dimensionality=10, Specificity dimensionality=102024.03 | 69.18 | 81.52 | |
| DEKM2021.09 | 69.03 | 80.06 | |
| CAE2023.05 | 69 | — | |
| CAEm=100, runs=102023.05 | 69 | — | |
| AE+K-meansPreprocessing=AE2021.09 | 68.82 | 79.56 | |
| UNITER2024.03 | 67.54 | 79.6 | |
| DGL2023.05 | 66 | — | |
| UFSm=200, runs=102023.05 | 66 | — | |
| Multi-VAE2024.03 | 65.77 | 78.22 | |
| DECsource=original paper2021.09 | 65.42 | 80.49 | |
| WAST2023.05 | 65 | — | |
| WASTm=200, runs=102023.05 | 65 | — | |
| MRDD-cConsistency dimensionality=10, Specificity dimensionality=102024.03 | 63.96 | 73.88 | |
| NNSENumber of selected features=200, Repetitions=1002025.12 | 63.82 | 75.52 | |
| AllFea2023.05 | 63 | — | |
| AllFearuns=102023.05 | 63 | — | |
| Baseline (k-means)Number of selected features=200, Repetitions=1002025.12 | 62.04 | 76.35 | |
| Joint-VAE2024.03 | 61.98 | 74.14 | |
| RAEUFSNumber of selected features=200, Repetitions=1002025.12 | 61.02 | 75.88 | |
| AEFS2023.05 | 60 | — | |
| UDFS2023.05 | 60 | — | |
| AEFSm=300, runs=102023.05 | 60 | — | |
| UDFSm=300, runs=102023.05 | 60 | — | |
| KMS2017.03 | 59.2 | 76.7 | |
| DUFS2023.05 | 59 | — | |
| RSR2023.05 | 59 | — | |
| DUFSm=150, runs=102023.05 | 59 | — | |
| RSRm=300, runs=102023.05 | 59 | — | |
| EAMCLatent dimensionality=102024.03 | 58.19 | 75.13 | |
| CMCLatent dimensionality=102024.03 | 58.03 | 71.23 | |
| DVIBInput view mode=Optimal two views2024.03 | 57.47 | 68.27 | |
| CONANLatent dimensionality=102024.03 | 55.94 | 63.98 | |
| GCFAggLatent dimensionality=102024.03 | 55.79 | 75.08 | |
| MIBInput view mode=Optimal two views2024.03 | 53.6 | 80.61 | |
| LS2023.05 | 53 | — | |
| LSm=300, runs=102023.05 | 53 | — | |
| URAFSNumber of selected features=200, Repetitions=1002025.12 | 52.4 | 70.47 | |
| MFLVCLatent dimensionality=102024.03 | 36.98 | 67.16 | |
| β-VAE2024.03 | 35.8 | 44.67 | |
| PCA+K-meansPreprocessing=PCA2021.09 | 26.53 | 65.34 | |
| K-means2021.09 | 25.28 | 67.17 | |
| Contrastive ClusteringPoints=1,440, Dim=1024, Clusters=202026.02 | — | 39 | |
| IDECPoints=1,440, Dim=1024, Clusters=202026.02 | — | 77 | |
| k-meansPoints=1,440, Dim=1024, Clusters=202026.02 | — | 76 | |
| KBCPoints=1,440, Dim=1024, Clusters=202026.02 | — | 98 |