Clustering on CUB-200
74.2AccuracyPRCut*
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRCut*Embedding Model=DINOv3-B, K=200, Q=0.342025.11 | 74.2 | 87.5 | 5,061 | 128 | |
| Spectral ClusteringEmbedding Model=DINOv3-B, K=200, Q=0.342025.11 | 73.7 | 88.2 | 4,761 | 125 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=200, Q=0.432025.11 | 70.5 | 88.3 | 3,784 | 111 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=200, Q=0.432025.11 | 68.1 | 86.1 | 4,029 | 107 | |
| H-NCutEmbedding Model=DINOv3-B, K=200, Q=0.342025.11 | 65 | 83.6 | 5,298 | 133 | |
| H-RCutEmbedding Model=DINOv3-B, K=200, Q=0.342025.11 | 62.3 | 83.2 | 5,431 | 135 | |
| Spectral ClusteringK=200, Q=0.28, Embeddings=CLIP ViT-L/142025.11 | 61.9 | 81 | 5,509 | 140 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=200, Q=0.432025.11 | 58.7 | 83.8 | 5,296 | 118 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=200, Q=0.432025.11 | 58 | 83.5 | 5,244 | 118 | |
| H-NCutK=200, Q=0.28, Embeddings=CLIP ViT-L/142025.11 | 53.3 | 77.9 | 6,404 | 150 | |
| H-RCutK=200, Q=0.28, Embeddings=CLIP ViT-L/142025.11 | 52.3 | 77.5 | 6,422 | 151 | |
| PRCut*K=200, Q=0.28, Embeddings=CLIP ViT-L/142025.11 | 22.7 | 60.6 | 4,405 | 179 |