Deep Clustering on Fashion-MNIST (test)
0.922SCDCAM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DCAMArchitecture=RAE2026.01 | 0.922 | 40.1 | 0.0118 | 42.2 | 2.98 | — | |
| DC (DCEC)Architecture=CAE2026.01 | 0.898 | 56.1 | 0.0109 | -9.8 | 3.21 | — | |
| DCAMArchitecture=CAE2026.01 | 0.891 | 47.2 | 0.0102 | -16.4 | 2.83 | — | |
| DCEncoder=CAE2026.01 | 0.861 | 62.9 | 0.0138 | 13.1 | 3.22 | — | |
| DCAMEncoder=RAE2026.01 | 0.825 | 59.7 | 0.0387 | 366 | 3.18 | — | |
| DC (DCEC)Architecture=RAE2026.01 | 0.824 | 62.3 | 0.0105 | 26.5 | 3.6 | — | |
| DEKMEncoder=CAE2026.01 | 0.819 | 58.6 | 0.0574 | 370 | 3.07 | — | |
| DCAMEncoder=CAE2026.01 | 0.817 | 61 | 0.0406 | 233 | 3.16 | — | |
| DEKMArchitecture=CAE2026.01 | 0.785 | 57.1 | 0.0514 | 321 | 3.15 | — | |
| DEKMEncoder=RAE2026.01 | 0.784 | 63.9 | 0.0596 | 618 | 3.16 | — | |
| DEKMArchitecture=RAE2026.01 | 0.742 | 63.3 | 0.0516 | 522 | 3.16 | — | |
| DCEncoder=RAE2026.01 | 0.716 | 66.8 | 0.0139 | 67.5 | 3.2 | — | |
| DCAMArchitecture=EAE2026.01 | 0.715 | 52.2 | 0.0131 | 54 | 3.16 | — | |
| DCAMEncoder=EAE2026.01 | 0.619 | 53.4 | 0.0327 | 276 | 3.22 | — | |
| EDC (EDCWRN)Architecture=CAE2026.01 | 0.521 | 49.3 | 0.0211 | 143 | 3.09 | — | |
| EDCEncoder=CAE2026.01 | 0.43 | 45.7 | 0.0263 | 202 | 3 | — | |
| ClAMArchitecture=CAE2026.01 | 0.279 | 62.2 | 0.0122 | 0 | 2.8 | — | |
| ClAMEncoder=CAE2026.01 | 0.262 | 63.1 | 0.0122 | 0 | 2.98 | — | |
| KmeansArchitecture=CAE2026.01 | 0.257 | 64.3 | 0.0122 | 0 | 3.17 | — | |
| KmeansEncoder=CAE2026.01 | 0.251 | 64.3 | 0.0122 | 0 | 3.17 | — | |
| AggloArchitecture=CAE2026.01 | 0.201 | 62.4 | 0.0122 | 0 | 3.2 | — | |
| AggloEncoder=CAE2026.01 | 0.201 | 62.5 | 0.0122 | 0 | 3.2 | — | |
| ClAMArchitecture=NAE2026.01 | 0.158 | 52.1 | — | — | 2.81 | — | |
| KmeansArchitecture=NAE2026.01 | 0.154 | 51.1 | — | — | 3.17 | — | |
| KmeansEncoder=NAE2026.01 | 0.154 | 51.1 | — | — | 3.17 | — | |
| ClAMEncoder=NAE2026.01 | 0.14 | 52.5 | — | — | 3.13 | — | |
| AggloArchitecture=NAE2026.01 | 0.109 | 53.4 | — | — | 3.14 | — | |
| AggloEncoder=NAE2026.01 | 0.109 | 53.4 | — | — | 3.14 | — |