Clustering on CIFAR-100
87.3NMIH-NCut
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=100, Q=0.822025.11 | 87.3 | — | — | — | — | 83.8 | 543 | 11.7 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=100, Q=0.822025.11 | 86.3 | — | — | — | — | 81.7 | 601 | 12.6 | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=100, Q=0.822025.11 | 86 | — | — | — | — | 80.6 | 562 | 11.7 | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=100, Q=0.822025.11 | 81.6 | — | — | — | — | 67.4 | 188 | 4.3 | |
| Spectral ClusteringK=100, Q=0.61, Embeddings=CLIP ViT-L/142025.11 | 71.8 | — | — | — | — | 61.9 | 995 | 22.6 | |
| H-RCutK=100, Q=0.61, Embeddings=CLIP ViT-L/142025.11 | 70.8 | — | — | — | — | 57.6 | 1,511 | 35.9 | |
| H-NCutK=100, Q=0.61, Embeddings=CLIP ViT-L/142025.11 | 70.1 | — | — | — | — | 57.6 | 1,566 | 36.9 | |
| Ch_NLinkage function=Chamfer (Normalized)2026.02 | 64.9 | — | 31 | — | — | — | — | — | |
| SingleLinkage function=Single2026.02 | 61.5 | — | 9.5 | — | — | — | — | — | |
| Ch_SLinkage function=Chamfer (Symmetric)2026.02 | 61 | — | 26.2 | — | — | — | — | — | |
| CentroidLinkage function=Centroid2026.02 | 60.3 | — | 15.5 | — | — | — | — | — | |
| AverageLinkage function=Average2026.02 | 60.2 | — | 30.8 | — | — | — | — | — | |
| ChLinkage function=Chamfer2026.02 | 59.7 | — | 31.8 | — | — | — | — | — | |
| CompleteLinkage function=Complete2026.02 | 59.6 | — | 21.3 | — | — | — | — | — | |
| Ward'sLinkage function=Ward's2026.02 | 59.5 | — | 30.3 | — | — | — | — | — | |
| Ch_NSLinkage function=Chamfer (Normalized Symmetric)2026.02 | 59.3 | — | 27.5 | — | — | — | — | — | |
| CARP2023.10 | 54.5 | 48.2 | 23.1 | — | — | — | — | — | |
| DeepC-v22023.10 | 53.2 | 46.7 | 21.8 | — | — | — | — | — | |
| SwAV2023.10 | 52.1 | 45.5 | 20 | — | — | — | — | — | |
| CoKe2023.10 | 51.9 | 45.2 | 19.5 | — | — | — | — | — | |
| SeLa-v22023.10 | 49.7 | 42.9 | 18.2 | — | — | — | — | — | |
| PRCut*K=100, Q=0.61, Embeddings=CLIP ViT-L/142025.11 | 49.7 | — | — | — | — | 26 | 2,307 | 73.2 | |
| PCL v22023.10 | 49.1 | 42.2 | 17.1 | — | — | — | — | — | |
| MIRA2023.10 | 49 | 42.1 | 17.6 | — | — | — | — | — | |
| DINO2023.10 | 47.6 | 40.4 | 16.2 | — | — | — | — | — | |
| Average linkageLinkage Function=Average, Merge Order Protocol=Best of three2026.02 | — | 55.7 | — | 32.3 | — | — | — | — | |
| BIRCHVSA Representation=HLB, Data Source=Main Network Outputs2024.10 | — | — | 1 | — | — | — | — | — | |
| BLPKMCCConstraints Level=0.0052026.03 | — | — | — | — | 3,619.73 | — | — | — | |
| BLPKMCCConstraints Level=0.012026.03 | — | — | — | — | 3,949.69 | — | — | — | |
| Centroid linkageLinkage Function=Centroid, Merge Order Protocol=Best of three2026.02 | — | 42.5 | — | 20 | — | — | — | — | |
| ChLinkage Function=Chamfer (Ch), Merge Order Protocol=Best of three2026.02 | — | 56.6 | — | 32.5 | — | — | — | — | |
| Ch_NLinkage Function=Chamfer (Ch_N), Merge Order Protocol=Best of three2026.02 | — | 51.5 | — | 33.4 | — | — | — | — | |
| Ch_NSLinkage Function=Chamfer (Ch_NS), Merge Order Protocol=Best of three2026.02 | — | 50.7 | — | 27.7 | — | — | — | — | |
| Ch_SLinkage Function=Chamfer (Ch_S), Merge Order Protocol=Best of three2026.02 | — | 53.6 | — | 28.3 | — | — | — | — | |
| Complete linkageLinkage Function=Complete, Merge Order Protocol=Best of three2026.02 | — | 49.6 | — | 22.3 | — | — | — | — | |
| COPKMConstraints Level=0.0052026.03 | — | — | — | — | 166.84 | — | — | — | |
| COPKMConstraints Level=0.012026.03 | — | — | — | — | 154.89 | — | — | — | |
| COPKM_PConstraints Level=0.0052026.03 | — | — | — | — | 620.46 | — | — | — | |
| COPKM_PConstraints Level=0.012026.03 | — | — | — | — | 754.8 | — | — | — | |
| COPKM_PConstraints Level=0.052026.03 | — | — | — | — | 28.41 | — | — | — | |
| GMMVSA Representation=HRR, Data Source=Main Network Inputs2024.10 | — | — | 61 | — | — | — | — | — | |
| KSKMConstraints Level=0.0052026.03 | — | — | — | — | 1,359.85 | — | — | — | |
| KSKMConstraints Level=0.012026.03 | — | — | — | — | 1,266.71 | — | — | — | |
| KSKMConstraints Level=0.052026.03 | — | — | — | — | 329.19 | — | — | — | |
| KSKM_EConstraints Level=0.0052026.03 | — | — | — | — | 3,128.66 | — | — | — | |
| KSKM_EConstraints Level=0.012026.03 | — | — | — | — | 3,705.35 | — | — | — | |
| KSKM_EConstraints Level=0.052026.03 | — | — | — | — | 3,696.78 | — | — | — | |
| PCCCConstraints Level=0.0052026.03 | — | — | — | — | 3,638.03 | — | — | — | |
| PCCCConstraints Level=0.012026.03 | — | — | — | — | 3,851.99 | — | — | — | |
| Single linkageLinkage Function=Single, Merge Order Protocol=Best of three2026.02 | — | 24 | — | 15.4 | — | — | — | — | |
| Ward's linkageLinkage Function=Ward's, Merge Order Protocol=Best of three2026.02 | — | 56.9 | — | 31.1 | — | — | — | — |