Image Clustering on CIFAR-20
61.3NMIGradNorm
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GradNorm2025.10 | 61.3 | 60.6 | 43.6 | |
| TACtrained=true2023.10 | 61.1 | 60.7 | 44.8 | |
| TACtrained=false2023.10 | 60.7 | 55.8 | 42.7 | |
| TAC2025.10 | 60.7 | 55.8 | 42.7 | |
| SIC2023.10 | 59.3 | 58.3 | 43.9 | |
| SIC2025.10 | 59.3 | 58.3 | 43.9 | |
| CLIPEvaluation Protocol=zero-shot2023.10 | 55.3 | 58.3 | 39.8 | |
| CLIPmode=zero-shot2025.10 | 55.3 | 58.3 | 39.8 | |
| TCL2025.10 | 52.9 | 53.1 | 35.7 | |
| SeCu2025.10 | 51.6 | 51.6 | 36 | |
| CLIPEvaluation Protocol=k-means2023.10 | 49.9 | 45.5 | 28.3 | |
| CLIPmode=k-means2025.10 | 49.9 | 45.5 | 28.3 | |
| SCAN2023.10 | 48.6 | 50.7 | 33.3 | |
| SCAN2025.10 | 48.6 | 50.7 | 33.3 | |
| NNM2023.10 | 48 | 45.9 | 30.2 | |
| NNM2025.10 | 48 | 45.9 | 30.2 | |
| TCC2023.10 | 47.9 | 49.1 | 31.2 | |
| TCC2025.10 | 47.9 | 49.1 | 31.2 | |
| RPSC2025.10 | 47.6 | 51.8 | 34.1 | |
| GCC2023.10 | 47.2 | 47.2 | 30.5 | |
| GCC2025.10 | 47.2 | 47.2 | 30.5 | |
| SPICE2023.10 | 44.8 | 46.8 | 29.4 | |
| SPICE2025.10 | 44.8 | 46.8 | 29.4 | |
| DivClust2025.10 | 44 | 43.7 | 28.3 | |
| MiCE2023.10 | 43.6 | 44 | 28 | |
| MiCE2025.10 | 43.6 | 44 | 28 | |
| CC2023.10 | 43.1 | 42.9 | 26.6 | |
| CC2025.10 | 43.1 | 42.9 | 26.6 | |
| IDFD2023.10 | 42.6 | 42.5 | 26.4 | |
| IDFD2025.10 | 42.6 | 42.5 | 26.4 | |
| CRLC2025.10 | 41.6 | 42.5 | 26.3 | |
| PICA2023.10 | 31 | 33.7 | 17.1 | |
| PICA2025.10 | 31 | 33.7 | 17.1 | |
| DCCM2023.10 | 28.5 | 32.7 | 17.3 | |
| DCCM2025.10 | 28.5 | 32.7 | 17.3 | |
| IIC2023.10 | 22.5 | 25.7 | 11.7 | |
| IIC2025.10 | 22.5 | 25.7 | 11.7 | |
| DAC2023.10 | 18.5 | 23.8 | 8.8 | |
| DAC2025.10 | 18.5 | 23.8 | 8.8 | |
| DEC2023.10 | 13.6 | 18.5 | 5 | |
| DEC2025.10 | 13.6 | 18.5 | 5 | |
| JULE2023.10 | 10.3 | 13.7 | 3.3 | |
| JULE2025.10 | 10.3 | 13.7 | 3.3 |