Clustering on EuroSAT (ACC, NMI, RCut, NCut)
93.2AccuracyPRCut*
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.822025.11 | 93.2 | 85.5 | 52.6 | 1.1 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.822025.11 | 92.5 | 84.5 | 52.1 | 1.1 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.822025.11 | 92.5 | 84.5 | 52.1 | 1.1 | |
| H-RCutEmbedding Model=DINOv3-B, K=10, Q=0.802025.11 | 91 | 81.8 | 65.8 | 1.5 | |
| PRCut*Embedding Model=DINOv3-B, K=10, Q=0.802025.11 | 89.1 | 81.1 | 68.6 | 1.6 | |
| H-NCutEmbedding Model=DINOv3-B, K=10, Q=0.802025.11 | 86.2 | 79.4 | 69.8 | 1.6 | |
| Spectral ClusteringEmbedding Model=DINOv3-B, K=10, Q=0.802025.11 | 82.7 | 79.3 | 53 | 1.2 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.822025.11 | 80.9 | 78 | 54 | 1.2 | |
| PRCut*K=10, Q=0.81, Embeddings=CLIP ViT-L/142025.11 | 78.3 | 70.8 | 68 | 1.6 | |
| H-RCutK=10, Q=0.81, Embeddings=CLIP ViT-L/142025.11 | 76.9 | 73.1 | 64.4 | 1.5 | |
| H-NCutK=10, Q=0.81, Embeddings=CLIP ViT-L/142025.11 | 76.9 | 73.4 | 62.5 | 1.4 | |
| Spectral ClusteringK=10, Q=0.81, Embeddings=CLIP ViT-L/142025.11 | 72.9 | 73.8 | 43 | 1 |