Clustering on CIFAR-10 (ACC, NMI, RCut, NCut)
98.6ACCH-NCut
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| H-NCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.982025.11 | 98.6 | 96.6 | 8.8 | 0.2 | — | |
| H-RCutEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.982025.11 | 98.5 | 96.5 | 8.9 | 0.2 | — | |
| GSEC2026.05 | 96.3 | 91.2 | — | — | 92.1 | |
| LFSS2026.05 | 93.4 | 87.2 | — | — | 86.8 | |
| PRCut*Embedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.982025.11 | 93.2 | 91.4 | 13.1 | 0.29 | — | |
| SIC2026.05 | 92.6 | 84.7 | — | — | 84.4 | |
| TAC2026.05 | 91.9 | 83.3 | — | — | 83.1 | |
| GradNorm2026.05 | 91.1 | 82.6 | — | — | 81.5 | |
| CAE2026.05 | 90.9 | 81.7 | — | — | 80.5 | |
| TCC2026.05 | 90.6 | 79 | — | — | 73.3 | |
| FB-NLL(-)Number of Tasks=Five Tasks, Noise Type=Uniform noise2026.04 | 89.83 | — | — | — | — | |
| TCL2026.05 | 88.7 | 81.9 | — | — | 78 | |
| SCAN2026.05 | 88.3 | 79.7 | — | — | 77.2 | |
| RPSC2026.05 | 85.7 | 75.4 | — | — | 73.1 | |
| GCC2026.05 | 85.6 | 76.4 | — | — | 72.8 | |
| SPICE2026.05 | 83.8 | 73.4 | — | — | 70.5 | |
| DMICC2026.03 | 82.8 | 74 | — | — | — | |
| LNSCC2026.03 | 82 | 71.3 | — | — | — | |
| DivClust2026.05 | 81.5 | 71 | — | — | 67.5 | |
| IFCA-PFLNumber of Tasks=Five Tasks, Noise Type=Uniform noise2026.04 | 80.65 | — | — | — | — | |
| FB-NLL(-)Number of Tasks=Three Tasks, Noise Type=Uniform noise2026.04 | 80.38 | — | — | — | — | |
| CRLC2026.05 | 79.9 | 67.9 | — | — | 63.4 | |
| CC2026.03 | 79 | 70.5 | — | — | — | |
| Spectral ClusteringEmbedding=DINOv2, Graph type=50-NN RBF, K=10, Q=0.982025.11 | 78.5 | 90.2 | 5.7 | 0.12 | — | |
| IFCA-PFLNumber of Tasks=Three Tasks, Noise Type=Uniform noise2026.04 | 76.5 | — | — | — | — | |
| CLIPalgorithm=k-means2026.05 | 74.2 | 70.3 | — | — | 61.6 | |
| FB-NLL(-)Number of Tasks=Two Tasks, Noise Type=Uniform noise2026.04 | 69.69 | — | — | — | — | |
| PICA2026.05 | 69.6 | 59.1 | — | — | 51.2 | |
| IFCA-PFLNumber of Tasks=Two Tasks, Noise Type=Uniform noise2026.04 | 67.94 | — | — | — | — | |
| EDESC2026.03 | 62.7 | 46.4 | — | — | — | |
| DCCM2026.05 | 62.3 | 49.6 | — | — | 40.8 | |
| IIC2026.05 | 61.7 | 51.3 | — | — | 41.1 | |
| Single global modelNumber of Tasks=Two Tasks, Noise Type=Uniform noise2026.04 | 55.73 | — | — | — | — | |
| DAC2026.05 | 52.2 | 39.6 | — | — | 30.6 | |
| Single global modelNumber of Tasks=Three Tasks, Noise Type=Uniform noise2026.04 | 51.23 | — | — | — | — | |
| IDCL2026.03 | 50.7 | 48.6 | — | — | — | |
| Single global modelNumber of Tasks=Five Tasks, Noise Type=Uniform noise2026.04 | 48.44 | — | — | — | — | |
| USLC2025.04 | 48.2 | — | — | — | — | |
| DeepDPM2025.04 | 45 | — | — | — | — | |
| DPMsampler2025.04 | 43 | — | — | — | — | |
| ClusterGAN2026.03 | 41.2 | 32.3 | — | — | — | |
| K-means2025.04 | 41 | — | — | — | — | |
| GMM2025.04 | 40 | — | — | — | — | |
| MoVB2025.04 | 39 | — | — | — | — | |
| Deepcluster2026.03 | 37.2 | — | — | — | — | |
| ASPC-DA2026.03 | 32.3 | 27.5 | — | — | — | |
| IDEC2026.03 | 31.6 | 27.3 | — | — | — | |
| VaGAN-SMM2026.03 | 30.2 | 17.2 | — | — | — | |
| DEC2026.03 | 30.1 | 25.7 | — | — | — | |
| DEC2026.05 | 30.1 | 25.7 | — | — | 16.1 | |
| JULE2026.05 | 27.2 | 19.2 | — | — | 13.8 | |
| DBSCAN2025.04 | 27 | — | — | — | — |