Clustering on STL-10
99.8ACCPRCut*
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PRCut*K=10, Q=0.96, Embeddings=CLIP ViT-L/142025.11 | 99.8 | 99.4 | 9.8 | 0.24 | — | — | — | — | — | |
| H-RCutK=10, Q=0.96, Embeddings=CLIP ViT-L/142025.11 | 99.8 | 99.4 | 9.8 | 0.24 | — | — | — | — | — | |
| H-NCutK=10, Q=0.96, Embeddings=CLIP ViT-L/142025.11 | 99.8 | 99.4 | 9.8 | 0.24 | — | — | — | — | — | |
| GSEC2026.05 | 99.4 | 97.6 | — | — | 97.7 | — | — | — | — | |
| GradNorm2026.05 | 98.3 | 95.7 | — | — | 96.2 | — | — | — | — | |
| TAC2026.05 | 98.2 | 95.5 | — | — | 96.1 | — | — | — | — | |
| CAE2026.05 | 98.2 | 95.5 | — | — | 96.7 | — | — | — | — | |
| SIC2026.05 | 98.1 | 95.3 | — | — | 95.9 | — | — | — | — | |
| DSMVC2026.05 | 96.85 | 92.4 | — | — | — | 96.85 | — | — | — | |
| GMAE2026.05 | 96.25 | 90.26 | — | — | — | 96.37 | — | — | — | |
| Spectral ClusteringK=10, Q=0.96, Embeddings=CLIP ViT-L/142025.11 | 95.8 | 95.8 | 9 | 0.22 | — | — | — | — | — | |
| H-NCutEmbedding Model=DINOv3-B, K=10, Q=0.922025.11 | 95.1 | 93 | 31.9 | 0.83 | — | — | — | — | — | |
| CLIPalgorithm=k-means2026.05 | 94.3 | 91.7 | — | — | 89.1 | — | — | — | — | |
| RPSC2026.05 | 92 | 83.8 | — | — | 83.4 | — | — | — | — | |
| SPICE2026.05 | 90.8 | 81.7 | — | — | 81.2 | — | — | — | — | |
| Spectral ClusteringEmbedding Model=DINOv3-B, K=10, Q=0.922025.11 | 88.6 | 93.4 | 24 | 0.62 | — | — | — | — | — | |
| PRCut*Embedding Model=DINOv3-B, K=10, Q=0.922025.11 | 87.2 | 86.4 | 44 | 1.1 | — | — | — | — | — | |
| TCL2026.05 | 86.8 | 79.9 | — | — | 75.7 | — | — | — | — | |
| H-RCutEmbedding Model=DINOv3-B, K=10, Q=0.922025.11 | 86.5 | 88.2 | 40.6 | 1 | — | — | — | — | — | |
| LFSS2026.05 | 86.1 | 77.1 | — | — | 74 | — | — | — | — | |
| TDEC2026.03 | 85.5 | 77.5 | — | — | — | — | — | — | — | |
| IDCL2026.03 | 85.1 | 77.9 | — | — | — | — | — | — | — | |
| DeepDPM2026.03 | 85 | 79 | — | — | — | — | — | — | — | |
| CC2026.03 | 85 | 76.4 | — | — | — | — | — | — | — | |
| DeepDPM2026.03 | 85 | 79 | — | — | — | — | — | — | — | |
| CRLC2026.05 | 81.8 | 72.9 | — | — | 62.8 | — | — | — | — | |
| TCC2026.05 | 81.4 | 72.2 | — | — | 68.9 | — | — | — | — | |
| SCAN2026.05 | 80.9 | 69.8 | — | — | 64.6 | — | — | — | — | |
| DMICC2026.03 | 80 | 68.9 | — | — | — | — | — | — | — | |
| SCMVC2026.05 | 79.68 | 73.49 | — | — | — | 79.68 | — | — | — | |
| GCC2026.05 | 78.8 | 68.4 | — | — | 63.1 | — | — | — | — | |
| DCG2026.05 | 77.44 | 84.87 | — | — | — | 77.45 | — | — | — | |
| EDESC2026.03 | 74.5 | 68.7 | — | — | — | — | — | — | — | |
| EDESC2026.03 | 74.5 | 68.7 | — | — | — | — | — | — | — | |
| LNSCC2026.03 | 73.8 | 66.2 | — | — | — | — | — | — | — | |
| PICA2026.05 | 71.3 | 61.1 | — | — | 53.1 | — | — | — | — | |
| Deepcluster2026.03 | 69.9 | — | — | — | — | — | — | — | — | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.962025.11 | 68.1 | 67.3 | 33.9 | 0.83 | — | — | — | — | — | |
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.962025.11 | 68 | 67.3 | 32.3 | 0.8 | — | — | — | — | — | |
| MVCAN2026.05 | 66.62 | 72.25 | — | — | — | 58.49 | — | — | — | |
| SDMVC2026.05 | 63.32 | 55.36 | — | — | — | 63.32 | — | — | — | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.962025.11 | 62.4 | 63.5 | 36 | 0.88 | — | — | — | — | — | |
| DealMVC2026.05 | 60.4 | 48.96 | — | — | — | 60.4 | — | — | — | |
| IIC2026.05 | 59.6 | 49.6 | — | — | 39.7 | — | — | — | — | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.962025.11 | 51.2 | 64 | 3.9 | 0.09 | — | — | — | — | — | |
| DCCM2026.05 | 48.2 | 37.6 | — | — | 26.2 | — | — | — | — | |
| DAC2026.05 | 47 | 36.6 | — | — | 25.7 | — | — | — | — | |
| SparseMVC2026.05 | 43.68 | 44.69 | — | — | — | 44.64 | — | — | — | |
| ClusterGAN2026.03 | 42.3 | 32.3 | — | — | — | — | — | — | — | |
| ASPC-DA2026.03 | 41.2 | 33.8 | — | — | — | — | — | — | — | |
| IDEC2026.03 | 37.8 | 32.4 | — | — | — | — | — | — | — | |
| IDEC2026.03 | 37.8 | 32.4 | — | — | — | — | — | — | — | |
| DEC2026.03 | 35.9 | 27.6 | — | — | — | — | — | — | — | |
| DEC2026.03 | 35.9 | 27.6 | — | — | — | — | — | — | — | |
| DEC2026.05 | 35.9 | 27.6 | — | — | 18.6 | — | — | — | — | |
| BRIDGE2026.05 | 28.29 | 20.61 | — | — | — | 30.23 | — | — | — | |
| JULE2026.05 | 27.7 | 18.2 | — | — | 16.4 | — | — | — | — | |
| CPSPAN2026.05 | 20.76 | 9.54 | — | — | — | 21.72 | — | — | — | |
| MFLVC2026.05 | 20.18 | 11.46 | — | — | — | 21.72 | — | — | — | |
| GCFAgg2026.05 | 17.58 | 4.46 | — | — | — | 18.24 | — | — | — | |
| CVCL2026.05 | 15.56 | 1.13 | — | — | — | 15.63 | — | — | — | |
| SURE2026.05 | 11.13 | 0.16 | — | — | — | 11.23 | — | — | — | |
| COMPLETER2026.05 | 11.11 | 0.2 | — | — | — | 11.22 | — | — | — | |
| DCP2026.05 | 11.08 | 0.18 | — | — | — | 11.2 | — | — | — | |
| CDL-CVISize=13,000, Reference Cluster Numbers=10, Computation Time=2:10, Clustering Algorithm=Spectral clustering2026.06 | — | — | — | — | 13 | — | 8 | 48 | — | |
| CDL-CVIClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | — | — | — | — | 9 | — | 7 | 44 | 1 | |
| CH indexSize=13,000, Reference Cluster Numbers=10, Computation Time=2:10, Clustering Algorithm=Spectral clustering2026.06 | — | — | — | — | 9 | — | 8 | 43 | — | |
| CH indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | — | — | — | — | 5 | — | 8 | 39 | 1 | |
| DB indexSize=13,000, Reference Cluster Numbers=10, Computation Time=2:10, Clustering Algorithm=Spectral clustering2026.06 | — | — | — | — | 10 | — | 7 | 44 | — | |
| DB indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | — | — | — | — | 6 | — | 7 | 40 | 1 | |
| Dunn indexSize=13,000, Reference Cluster Numbers=10, Computation Time=2:10, Clustering Algorithm=Spectral clustering2026.06 | — | — | — | — | 8 | — | 5 | 42 | — | |
| Dunn indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | — | — | — | — | 5 | — | 5 | 38 | 1 | |
| Silhouette indexSize=13,000, Reference Cluster Numbers=10, Computation Time=2:10, Clustering Algorithm=Spectral clustering2026.06 | — | — | — | — | 9 | — | 6 | 43 | — | |
| Silhouette indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | — | — | — | — | 5 | — | 5 | 39 | 1 | |
| XB indexSize=13,000, Reference Cluster Numbers=10, Computation Time=2:10, Clustering Algorithm=Spectral clustering2026.06 | — | — | — | — | 11 | — | 7 | 45 | — | |
| XB indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | — | — | — | — | 7 | — | 7 | 41 | 1 |