Clustering on RESISC-45
82.3AccuracyPRCut*
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRCut*K=45, Q=0.77, Embeddings=CLIP ViT-L/142025.11 | 82.3 | 84.1 | 303 | 7.4 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=45, Q=0.722025.11 | 79.2 | 80.2 | 437 | 9.8 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=45, Q=0.722025.11 | 78.4 | 79.8 | 419 | 9.4 | |
| H-RCutK=45, Q=0.77, Embeddings=CLIP ViT-L/142025.11 | 77.8 | 82.1 | 324 | 8 | |
| H-NCutK=45, Q=0.77, Embeddings=CLIP ViT-L/142025.11 | 76.8 | 81.9 | 336 | 8.3 | |
| Spectral ClusteringK=45, Q=0.77, Embeddings=CLIP ViT-L/142025.11 | 76.2 | 82.9 | 240 | 5.9 | |
| PRCut*Embedding Model=DINOv3-B, K=45, Q=0.702025.11 | 75.1 | 76.7 | 497 | 11.6 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=45, Q=0.722025.11 | 74.5 | 78.3 | 429 | 9.6 | |
| H-RCutEmbedding Model=DINOv3-B, K=45, Q=0.702025.11 | 70.7 | 74.6 | 529 | 12.3 | |
| H-NCutEmbedding Model=DINOv3-B, K=45, Q=0.702025.11 | 70.6 | 74.4 | 527 | 12.2 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=45, Q=0.722025.11 | 68 | 74.9 | 314 | 7.3 | |
| Spectral ClusteringEmbedding Model=DINOv3-B, K=45, Q=0.702025.11 | 66.7 | 74.6 | 363 | 8.6 |