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ResearchFormerly WizWand

Clustering on MNIST (ACC, NMI, RCut, NCut)

80.9ACCSpectral Clustering
61.34866.42471.576.576Nov 4, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Spectral ClusteringK=10, Q=0.92, Embeddings=CLIP ViT-L/142025.1180.978.3190.42
H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.782025.117769.173.31.6
Spectral ClusteringEmbedding Model=DINOv3-B, K=10, Q=0.842025.1176.975.2400.92
H-RCutK=10, Q=0.92, Embeddings=CLIP ViT-L/142025.1173.569.747.11.1
H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.782025.1172.865.877.21.7
PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.782025.1172.664.480.91.8
PRCut*K=10, Q=0.92, Embeddings=CLIP ViT-L/142025.1169.467.153.41.2
H-NCutK=10, Q=0.92, Embeddings=CLIP ViT-L/142025.116867.554.91.3
H-RCutEmbedding Model=DINOv3-B, K=10, Q=0.842025.1166.560.674.11.7
H-NCutEmbedding Model=DINOv3-B, K=10, Q=0.842025.1166.559.374.41.7
PRCut*Embedding Model=DINOv3-B, K=10, Q=0.842025.1164.158.577.21.8
Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.782025.1162.163601.3