Clustering on GTSRB (ACC%, NMI%, RCut, NCut)
68.9Accuracy (%)Spectral Clustering
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Spectral ClusteringK=43, Q=0.78, Embeddings=CLIP ViT-L/142025.11 | 68.9 | 75.7 | 254 | 6.3 | |
| PRCut*K=43, Q=0.78, Embeddings=CLIP ViT-L/142025.11 | 64.4 | 68.9 | 469 | 12.3 | |
| H-RCutK=43, Q=0.78, Embeddings=CLIP ViT-L/142025.11 | 62.5 | 67.9 | 532 | 12.8 | |
| H-NCutK=43, Q=0.78, Embeddings=CLIP ViT-L/142025.11 | 62 | 67.8 | 525 | 12.6 | |
| Spectral ClusteringEmbedding Model=DINOv3-B, K=43, Q=0.622025.11 | 48 | 60.5 | 364 | 9.2 | |
| PRCut*Embedding Model=DINOv3-B, K=43, Q=0.622025.11 | 46.1 | 55.6 | 619 | 15.1 | |
| H-NCutEmbedding Model=DINOv3-B, K=43, Q=0.622025.11 | 46.1 | 58.1 | 627 | 15.1 | |
| H-RCutEmbedding Model=DINOv3-B, K=43, Q=0.622025.11 | 45.2 | 55.9 | 649 | 15.7 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=43, Q=0.492025.11 | 37.9 | 45.2 | 745 | 17.1 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=43, Q=0.492025.11 | 36.7 | 44.1 | 746 | 17.2 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=43, Q=0.492025.11 | 36.2 | 44.2 | 760 | 17.3 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=43, Q=0.492025.11 | 35.2 | 43.7 | 526 | 12.9 |