Clustering on ImageNet Dogs
8,060NMITAC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TACtrained=true2023.10 | 8,060 | 83 | 72.2 | |
| TACtrained=false2023.10 | 7,510 | 75.1 | 63.6 | |
| CLIPEvaluation Protocol=zero-shot2023.10 | 7,350 | 72.8 | 58.2 | |
| SIC2023.10 | 6,900 | 69.7 | 55.8 | |
| SCAN2023.10 | 6,120 | 59.3 | 45.7 | |
| NNM2023.10 | 6,040 | 58.6 | 44.9 | |
| SPICE2023.10 | 5,720 | 64.6 | 47.9 | |
| TCC2023.10 | 5,540 | 59.5 | 41.7 | |
| IDFD2023.10 | 5,460 | 59.1 | 41.3 | |
| GCC2023.10 | 4,900 | 52.6 | 36.2 | |
| CC2023.10 | 4,450 | 42.9 | 27.4 | |
| MiCE2023.10 | 4,230 | 43.9 | 28.6 | |
| CLIPEvaluation Protocol=k-means2023.10 | 3,980 | 38.1 | 20.1 | |
| PICA2023.10 | 3,520 | 35.3 | 20.1 | |
| DCCM2023.10 | 3,210 | 38.3 | 18.2 | |
| DAC2023.10 | 2,190 | 27.5 | 11.1 | |
| DEC2023.10 | 1,220 | 19.5 | 7.9 | |
| JULE2023.10 | 540 | 13.8 | 2.8 | |
| GSEC2026.05 | 86.3 | 87.1 | 79.2 | |
| LAIC frameworkBackbone=ViT-B/322026.03 | 86.2 | 88 | 82.6 | |
| GradNorm2025.10 | 81 | 81.2 | 70.9 | |
| GradNormBackbone=ViT-B/322026.03 | 81 | 81.2 | 70.9 | |
| GradNorm2026.05 | 81 | 81.2 | 70.9 | |
| TACBackbone=ViT-B/322026.03 | 80.6 | 83 | 72.2 | |
| ZS-CLIPBackbone=ViT-B/32, zero-shot=true2026.03 | 80.6 | 83 | 72.2 | |
| TAC2026.05 | 80.6 | 83 | 72.2 | |
| CAE2026.05 | 77.9 | 77.5 | 66.3 | |
| TAC2025.10 | 75.1 | 75.1 | 63.6 | |
| ConNREvaluation Protocol=k-means2023.12 | 74.4 | 79.4 | 66.7 | |
| ProPosEvaluation Protocol=k-means2023.12 | 73.7 | 77.5 | 67.5 | |
| CLIPmode=zero-shot2025.10 | 73.5 | 72.8 | 58.2 | |
| MCABackbone=ViT-B/322026.03 | 73.3 | 74.9 | 61.6 | |
| BYOLBackbone=ResNet2026.03 | 69.7 | 72.9 | 60.9 | |
| SIC2025.10 | 69 | 69.7 | 55.8 | |
| SICBackbone=ViT-B/322026.03 | 69 | 69.7 | 55.8 | |
| SIC2026.05 | 69 | 69.7 | 55.8 | |
| DPACOPASelf-labeling fine-tuning=true, Clustering mode=Online2024.07 | 66.7 | 72.6 | 59.8 | |
| BYOLEvaluation Protocol=k-means2023.12 | 63.5 | 69.4 | 54.8 | |
| SPICESelf-labeling fine-tuning=true, Clustering mode=Online2024.07 | 62.7 | 67.5 | 52.6 | |
| TCL2023.12 | 62.3 | 64.4 | 51.6 | |
| TCLSelf-labeling fine-tuning=true, Clustering mode=Online2024.07 | 62.3 | 64.4 | 51.6 | |
| TCL2025.10 | 62.3 | 64.4 | 51.6 | |
| TCLBackbone=ResNet2026.03 | 62.3 | 64.4 | 51.6 | |
| TCL2026.05 | 62.3 | 64.4 | 51.6 | |
| LFSSBackbone=ResNet2026.03 | 61.7 | 69.1 | 53.3 | |
| LFSS2026.05 | 61.6 | 69.1 | 53.3 | |
| SCAN2025.10 | 61.2 | 59.3 | 45.7 | |
| SCANBackbone=ResNet2026.03 | 61.2 | 59.3 | 45.7 | |
| SCAN2026.05 | 61.2 | 59.3 | 45.7 | |
| NNM2025.10 | 60.4 | 58.6 | 44.9 | |
| DPACOPAClustering mode=Online2024.07 | 60.2 | 65.5 | 50 | |
| DMICCBackbone=ResNet2026.03 | 58.1 | 58.7 | 43.8 | |
| SPICEClustering mode=Online, Cluster size constraint=true2024.07 | 57.2 | 64.6 | 47.9 | |
| SPICE2025.10 | 57.2 | 64.6 | 47.9 | |
| SPICE2026.05 | 57.2 | 64.6 | 68.7 | |
| TCC2023.12 | 55.4 | 59.5 | 41.7 | |
| TCCClustering mode=Online, Cluster size constraint=true2024.07 | 55.4 | 59.5 | 41.7 | |
| TCCBackbone=ResNet2026.03 | 55.4 | 59.5 | 41.7 | |
| TCC2026.05 | 55.4 | 59.5 | 41.7 | |
| RPSC2025.10 | 55.2 | 64 | 46.5 | |
| RPSC2026.05 | 55.2 | 64 | 46.5 | |
| IDFD2023.12 | 54.6 | 59.1 | 41.3 | |
| IDFDClustering mode=Offline2024.07 | 54.6 | 59.1 | 41.3 | |
| IDFD2025.10 | 54.6 | 59.1 | 41.3 | |
| DPACpacClustering mode=Offline2024.07 | 51.9 | 53.9 | 38.9 | |
| DivClust2023.12 | 51.6 | 52.9 | 37.6 | |
| DivClust2025.10 | 51.6 | 52.9 | 37.6 | |
| DivClust2026.05 | 51.6 | 52.9 | 37.6 | |
| KBCPoints=19,500, Dim=128, Clusters=152026.02 | 51 | — | — | |
| GCC2023.12 | 49 | 52.6 | 36.2 | |
| GCCClustering mode=Online, Cluster size constraint=true2024.07 | 49 | 52.6 | 36.2 | |
| GCC2025.10 | 49 | 52.6 | 36.2 | |
| GCCBackbone=ResNet2026.03 | 49 | 52.6 | 36.2 | |
| GCC2026.05 | 49 | 52.6 | 36.2 | |
| CRLC2025.10 | 48.4 | 46.1 | 59.7 | |
| CRLC2026.05 | 48.4 | 46.1 | 59.7 | |
| CC2023.12 | 44.5 | 42.9 | 27.4 | |
| CCClustering mode=Online, Cluster size constraint=true2024.07 | 44.5 | 42.9 | 27.4 | |
| CC2025.10 | 44.5 | 42.9 | 27.4 | |
| CCBackbone=ResNet2026.03 | 44.5 | 42.9 | 27.4 | |
| PCLClustering mode=Offline2024.07 | 44 | 41.2 | 29.9 | |
| k-meansPoints=19,500, Dim=128, Clusters=152026.02 | 43 | — | — | |
| MICE2023.12 | 42.3 | 43.9 | 28.6 | |
| MiCE2025.10 | 42.3 | 43.9 | 28.6 | |
| MiCEBackbone=ResNet2026.03 | 42.3 | 43.9 | 28.6 | |
| CLIPmode=k-means2025.10 | 39.8 | 38.1 | 20.1 | |
| CLIPalgorithm=k-means2026.05 | 39.8 | 38.1 | 20.1 | |
| IDECPoints=19,500, Dim=128, Clusters=152026.02 | 39 | — | — | |
| PICAClustering mode=Online, Cluster size constraint=true2024.07 | 35.2 | 35.2 | 20.1 | |
| PICA2025.10 | 35.2 | 35.3 | 20.1 | |
| PICA2026.05 | 35.2 | 35.3 | 20.1 | |
| PICA2023.12 | 33.6 | 32.4 | 17.9 | |
| PICABackbone=ResNet2026.03 | 33.6 | 32.4 | 17.9 | |
| DCCM2023.12 | 32.1 | 38.3 | 18.2 | |
| DCCM2025.10 | 32.1 | 38.3 | 18.2 | |
| DCCMBackbone=ResNet2026.03 | 32.1 | 38.3 | 18.2 | |
| DCCM2026.05 | 32.1 | 38.3 | 18.2 | |
| DAC2025.10 | 21.9 | 27.5 | 11.1 | |
| DAC2026.05 | 21.9 | 27.5 | 11.1 | |
| DEC2025.10 | 12.2 | 19.5 | 7.9 |