Clustering on Pets (ACC%, NMI%, RCut, NCut)
90.4ACC (%)PRCut*
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=37, Q=0.832025.11 | 90.4 | 92.2 | 176 | 4.4 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=37, Q=0.832025.11 | 90 | 91.8 | 172 | 4.3 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=37, Q=0.832025.11 | 89.9 | 91.9 | 176 | 4.4 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=37, Q=0.832025.11 | 87 | 91.6 | 140 | 3.6 | |
| H-NCutK=37, Q=0.60, Embeddings=CLIP ViT-L/142025.11 | 83.1 | 86 | 603 | 14.4 | |
| PRCut*K=37, Q=0.60, Embeddings=CLIP ViT-L/142025.11 | 81.4 | 85.3 | 567 | 13.9 | |
| H-RCutK=37, Q=0.60, Embeddings=CLIP ViT-L/142025.11 | 81.3 | 85.4 | 604 | 14.4 | |
| Spectral ClusteringK=37, Q=0.60, Embeddings=CLIP ViT-L/142025.11 | 74.5 | 81.2 | 566 | 13.8 |