Clustering on Flowers-102
99.7AccuracyPRCut*
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRCut*Embedding Model=DINOv3-B, K=102, Q=0.352025.11 | 99.7 | 99.7 | 2,451 | 66.5 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=102, Q=0.542025.11 | 99.7 | 99.7 | 2,159 | 49.9 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=102, Q=0.542025.11 | 95.7 | 97.8 | 1,985 | 49.5 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=102, Q=0.542025.11 | 94.3 | 97.2 | 2,256 | 50.9 | |
| Spectral ClusteringEmbedding Model=DINOv3-B, K=102, Q=0.352025.11 | 94.1 | 97.3 | 2,392 | 66.8 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=102, Q=0.542025.11 | 93 | 97.3 | 2,386 | 52.3 | |
| H-RCutEmbedding Model=DINOv3-B, K=102, Q=0.352025.11 | 86.5 | 92.3 | 2,633 | 69.3 | |
| H-NCutEmbedding Model=DINOv3-B, K=102, Q=0.352025.11 | 86.5 | 93.8 | 2,638 | 69 | |
| Spectral ClusteringK=102, Q=0.28, Embeddings=CLIP ViT-L/142025.11 | 81.3 | 91 | 2,728 | 73.7 | |
| H-RCutK=102, Q=0.28, Embeddings=CLIP ViT-L/142025.11 | 70.5 | 85.9 | 3,229 | 77.4 | |
| H-NCutK=102, Q=0.28, Embeddings=CLIP ViT-L/142025.11 | 69.4 | 84.3 | 3,081 | 77.5 | |
| PRCut*K=102, Q=0.28, Embeddings=CLIP ViT-L/142025.11 | 60 | 84 | 2,526 | 80.2 |