Clustering on FGVC-Aircraft
42.6Accuracy (ACC%)Spectral Clustering
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Spectral ClusteringEmbedding Model=DINOv3-B, K=100, Q=0.332025.11 | 42.6 | 69.5 | 1,722 | 43.4 | |
| H-RCutEmbedding Model=DINOv3-B, K=100, Q=0.332025.11 | 41 | 67.6 | 1,968 | 48.8 | |
| H-NCutEmbedding Model=DINOv3-B, K=100, Q=0.332025.11 | 39.6 | 67.5 | 1,945 | 48 | |
| PRCut*Embedding Model=DINOv3-B, K=100, Q=0.332025.11 | 39.2 | 68.2 | 1,908 | 48 | |
| H-NCutK=100, Q=0.25, Embeddings=CLIP ViT-L/142025.11 | 39 | 62.2 | 2,748 | 64.4 | |
| H-RCutK=100, Q=0.25, Embeddings=CLIP ViT-L/142025.11 | 37.9 | 61.8 | 2,742 | 65.9 | |
| Spectral ClusteringK=100, Q=0.25, Embeddings=CLIP ViT-L/142025.11 | 37.4 | 58.8 | 2,270 | 56.4 | |
| PRCut*K=100, Q=0.25, Embeddings=CLIP ViT-L/142025.11 | 36.5 | 59.9 | 2,609 | 64.3 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=100, Q=0.172025.11 | 21.9 | 46.6 | 1,494 | 38 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=100, Q=0.172025.11 | 21.4 | 46.9 | 1,453 | 42.3 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=100, Q=0.172025.11 | 20.1 | 45.6 | 1,665 | 41.4 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=100, Q=0.172025.11 | 20.1 | 45.7 | 1,639 | 41.3 |