Clustering on MNIST (ACC, NMI, RCut, NCut)
80.9ACCSpectral Clustering
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Spectral ClusteringK=10, Q=0.92, Embeddings=CLIP ViT-L/142025.11 | 80.9 | 78.3 | 19 | 0.42 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.782025.11 | 77 | 69.1 | 73.3 | 1.6 | |
| Spectral ClusteringEmbedding Model=DINOv3-B, K=10, Q=0.842025.11 | 76.9 | 75.2 | 40 | 0.92 | |
| H-RCutK=10, Q=0.92, Embeddings=CLIP ViT-L/142025.11 | 73.5 | 69.7 | 47.1 | 1.1 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.782025.11 | 72.8 | 65.8 | 77.2 | 1.7 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.782025.11 | 72.6 | 64.4 | 80.9 | 1.8 | |
| PRCut*K=10, Q=0.92, Embeddings=CLIP ViT-L/142025.11 | 69.4 | 67.1 | 53.4 | 1.2 | |
| H-NCutK=10, Q=0.92, Embeddings=CLIP ViT-L/142025.11 | 68 | 67.5 | 54.9 | 1.3 | |
| H-RCutEmbedding Model=DINOv3-B, K=10, Q=0.842025.11 | 66.5 | 60.6 | 74.1 | 1.7 | |
| H-NCutEmbedding Model=DINOv3-B, K=10, Q=0.842025.11 | 66.5 | 59.3 | 74.4 | 1.7 | |
| PRCut*Embedding Model=DINOv3-B, K=10, Q=0.842025.11 | 64.1 | 58.5 | 77.2 | 1.8 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.782025.11 | 62.1 | 63 | 60 | 1.3 |