Clustering on USPS (ACC, ARI, NMI)
98.5ACCDiEC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DiEC2025.12 | 98.5 | 97 | 95.7 | |
| Ours (from scratch)input=raw pixels2026.07 | 94.9 | 90.2 | 90.3 | |
| CCApproach category=Reference: Augmentation Consistency Methods2025.12 | 91.5 | 90 | 83.2 | |
| moVBfeatures=pretrained-autoencoder2026.07 | 90 | 87 | 86 | |
| DeepDPMfeatures=pretrained-autoencoder2026.07 | 89 | 88 | 86 | |
| DCCMApproach category=Reference: Augmentation Consistency Methods2025.12 | 86.9 | 88.6 | 83.4 | |
| VaDEApproach category=Embedding-based Deep Clustering2025.12 | 83.3 | 83.3 | 77.7 | |
| DPM Samplerfeatures=pretrained-autoencoder2026.07 | 83 | 87 | 82 | |
| IICApproach category=Reference: Augmentation Consistency Methods2025.12 | 81.8 | 85.9 | 81.1 | |
| ClusterDDPMApproach category=Embedding-based Deep Clustering2025.12 | 81.3 | 83.8 | 76.1 | |
| UNSEEN+DECbackbone=autoencoder2026.07 | 81.3 | 80.8 | 75.9 | |
| ClusterGANApproach category=Embedding-based Deep Clustering2025.12 | 80.2 | 75.6 | 72 | |
| DCECApproach category=Embedding-based Deep Clustering2025.12 | 78 | 81.8 | 73.6 | |
| UNSEEN+DCNbackbone=autoencoder2026.07 | 77.5 | 76.5 | 69.8 | |
| IDECApproach category=Embedding-based Deep Clustering2025.12 | 76.2 | 75.6 | 67.9 | |
| DECApproach category=Embedding-based Deep Clustering2025.12 | 73.3 | 70.6 | 63.7 | |
| UNSEEN+DKMbackbone=autoencoder2026.07 | 71.5 | 73.3 | 62.6 | |
| DBSCANfeatures=pretrained-autoencoder2026.07 | 57 | 72 | 46 |