Clustering on Food-101 (ACC, NMI, RCut, NCut)
80.6ACCSpectral Clustering
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Spectral ClusteringK=101, Q=0.76, Embeddings=CLIP ViT-L/142025.11 | 80.6 | 85.5 | 611 | 13.6 | |
| H-RCutK=101, Q=0.76, Embeddings=CLIP ViT-L/142025.11 | 78.3 | 83.9 | 908 | 20.9 | |
| PRCut*Embedding Model=DINOv3-B, K=101, Q=0.722025.11 | 76.9 | 80.3 | 876 | 20.4 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=101, Q=0.742025.11 | 76.6 | 80.4 | 584 | 12.9 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=101, Q=0.742025.11 | 76.3 | 80.4 | 566 | 12.5 | |
| H-RCutEmbedding Model=DINOv3-B, K=101, Q=0.722025.11 | 75.9 | 79.8 | 857 | 19.6 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=101, Q=0.742025.11 | 75.8 | 79.9 | 558 | 12.3 | |
| H-NCutK=101, Q=0.76, Embeddings=CLIP ViT-L/142025.11 | 75.5 | 83.2 | 957 | 21.8 | |
| H-NCutEmbedding Model=DINOv3-B, K=101, Q=0.722025.11 | 74.5 | 79 | 908 | 20.8 | |
| Spectral ClusteringEmbedding Model=DINOv3-B, K=101, Q=0.722025.11 | 73.5 | 80.3 | 592 | 13.3 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=101, Q=0.742025.11 | 71.8 | 79.7 | 367 | 8 | |
| PRCut*K=101, Q=0.76, Embeddings=CLIP ViT-L/142025.11 | 63.9 | 74.6 | 1,259 | 37.8 |