Clustering on MNIST (ACC, NMI, ARI)
99.5ACCDiEC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DiEC2025.12 | 99.5 | 98.5 | 98 | |
| IICApproach category=Reference: Augmentation Consistency Methods2025.12 | 99.2 | 97.9 | 97.8 | |
| DCCMApproach category=Reference: Augmentation Consistency Methods2025.12 | 98.2 | 95.1 | 95.1 | |
| ClusterDDPMApproach category=Embedding-based Deep Clustering2025.12 | 97.7 | 94 | 93.2 | |
| CCApproach category=Reference: Augmentation Consistency Methods2025.12 | 96.6 | 93.2 | 93.1 | |
| ClusterGANApproach category=Embedding-based Deep Clustering2025.12 | 95 | 89 | 89 | |
| VaDEApproach category=Embedding-based Deep Clustering2025.12 | 94.3 | 86.6 | 85.1 | |
| DCECApproach category=Embedding-based Deep Clustering2025.12 | 88.5 | 87.6 | 84.3 | |
| IDECApproach category=Embedding-based Deep Clustering2025.12 | 88.1 | 86.7 | 85 | |
| DECApproach category=Embedding-based Deep Clustering2025.12 | 84.7 | 79.1 | 74.9 |