Clustering on Fashion-MNIST (test)
65.8ARIDC-GMM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DC-GMMNumber of pairwise constraints=60002021.06 | 65.8 | — | 71.8 | 80 | |
| C-IDECNumber of pairwise constraints=60002021.06 | 52.3 | — | 66.7 | 68.1 | |
| KmeansBackbone=Conv-AE2026.01 | 49.1 | — | — | — | |
| DCAMBackbone=Resnet-AE2026.01 | 48.6 | — | — | — | |
| DCAMBackbone=Conv-AE2026.01 | 47.5 | — | — | — | |
| ClAMBackbone=Conv-AE2026.01 | 47.2 | — | — | — | |
| DCECBackbone=Resnet-AE2026.01 | 47 | — | — | — | |
| AggloBackbone=Conv-AE2026.01 | 44.8 | — | — | — | |
| VaDENumber of pairwise constraints=0, mode=unsupervised2021.06 | 41.6 | — | 57.9 | 55.1 | |
| DCECBackbone=Conv-AE2026.01 | 41.6 | — | — | — | |
| SDECNumber of pairwise constraints=60002021.06 | 40.2 | — | 57.3 | 54 | |
| DCAMBackbone=EDCWRN-AE2026.01 | 38.4 | — | — | — | |
| PCKmeansNumber of pairwise constraints=60002021.06 | 36.1 | — | 50.8 | 53.9 | |
| ClAMBackbone=No-AE2026.01 | 35.2 | — | — | — | |
| AggloBackbone=No-AE2026.01 | 35 | — | — | — | |
| KmeansBackbone=No-AE2026.01 | 34.7 | — | — | — | |
| EDCWRN2026.01 | 29.5 | — | — | — | |
| GB-SOMNumber of embeddings/clusters=16, Number of runs=102018.06 | — | 60.6 | 51.4 | — | |
| gradcopyNumber of embeddings/clusters=16, Number of runs=102018.06 | — | 55.6 | 44.4 | — | |
| k-meansNumber of embeddings/clusters=16, Number of runs=102018.06 | — | 65.4 | 54.5 | — | |
| minisomNumber of embeddings/clusters=16, Number of runs=102018.06 | — | 41.3 | 47.5 | — | |
| no_gradsNumber of embeddings/clusters=16, Number of runs=102018.06 | — | 11 | 1.8 | — | |
| SOM-VAENumber of embeddings/clusters=16, Number of runs=102018.06 | — | 67.8 | 59 | — | |
| VQ-VAENumber of embeddings/clusters=16, Number of runs=102018.06 | — | 61.1 | 51.7 | — |