Clustering on Imagenette
99.8Accuracy (%)H-RCut
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| H-RCutK=10, Q=0.98, Embeddings=CLIP ViT-L/142025.11 | 99.8 | — | — | — | — | — | — | — | — | — | — | 3.5 | 0.08 | 99.3 | |
| H-NCutK=10, Q=0.98, Embeddings=CLIP ViT-L/142025.11 | 99.8 | — | — | — | — | — | — | — | — | — | — | 3.4 | 0.08 | 99.3 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.992025.11 | 99.8 | — | — | — | — | — | — | — | — | — | — | 2.4 | 0.05 | 99.3 | |
| Spectral ClusteringK=10, Q=0.98, Embeddings=CLIP ViT-L/142025.11 | 99.7 | — | — | — | — | — | — | — | — | — | — | 3.2 | 0.07 | 99 | |
| PRCut*K=10, Q=0.98, Embeddings=CLIP ViT-L/142025.11 | 99.7 | — | — | — | — | — | — | — | — | — | — | 3.6 | 0.08 | 99.2 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.992025.11 | 99.2 | — | — | — | — | — | — | — | — | — | — | 3.5 | 0.08 | 98.1 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.992025.11 | 99.2 | — | — | — | — | — | — | — | — | — | — | 3.3 | 0.07 | 98.3 | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.992025.11 | 99.2 | — | — | — | — | — | — | — | — | — | — | 3.2 | 0.07 | 98.3 | |
| Spectral ClusteringEmbedding Model=DINOv3-B, K=10, Q=0.972025.11 | 0.994 | — | — | 0.983 | — | — | — | — | — | — | — | 8.8 | 0.2 | — | |
| PRCut*Embedding Model=DINOv3-B, K=10, Q=0.972025.11 | 0.993 | — | — | 0.981 | — | — | — | — | — | — | — | 9.4 | 0.22 | — | |
| H-RCutEmbedding Model=DINOv3-B, K=10, Q=0.972025.11 | 0.993 | — | — | 0.981 | — | — | — | — | — | — | — | 9.6 | 0.22 | — | |
| H-NCutEmbedding Model=DINOv3-B, K=10, Q=0.972025.11 | 0.993 | — | — | 0.981 | — | — | — | — | — | — | — | 9.6 | 0.22 | — | |
| Finsler t-SNEEmbedding=Finsler t-SNE, Clustering Algorithm=kMeans2026.03 | — | 0.943 | 0.951 | 0.943 | 0.943 | 0.943 | 0.943 | 0.955 | 0.668 | 0.465 | 19,651 | — | — | — | |
| t-SNEEmbedding=t-SNE, Clustering Algorithm=kMeans2026.03 | — | 0.939 | 0.946 | 0.939 | 0.939 | 0.939 | 0.939 | 0.951 | 0.61 | 0.536 | 22,051 | — | — | — |