Clustering on ImageNet
63.6AccuracyCLIP (zero-shot)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLIP (zero-shot)Training Protocol=zero-shot2026.04 | 63.6 | 81 | 45.3 | — | |
| KEC_TAC2026.04 | 55.3 | 78.4 | 40.1 | — | |
| TAC2026.04 | 54.4 | 78.2 | 39.6 | — | |
| SeCuself-labeling=true2023.11 | 53.5 | 79.4 | 41.9 | — | |
| SeCu-Size2023.11 | 51.4 | 78 | 39.7 | — | |
| SeCu-Entropy2023.11 | 51.1 | 77.5 | 39.1 | — | |
| KEC (no train)Training Protocol=no train2026.04 | 48.6 | 77.7 | 35.5 | — | |
| TAC (no train)Training Protocol=no train2026.04 | 48.4 | 77.5 | 34.5 | — | |
| CoKereproduction with 10 clustering heads=true2023.11 | 47.6 | 76.2 | 35.6 | — | |
| SIC2026.04 | 47 | 77.2 | 34.3 | — | |
| SCANself-labeling=true2023.11 | 39.9 | 72 | 27.5 | — | |
| CLIP (k-means)Clustering Strategy=k-means2026.04 | 38.9 | 72.3 | 27.1 | — | |
| KEC_TURTLE2026.04 | 30.6 | 68.7 | 19.9 | — | |
| TURTLE (1-space)Training Protocol=1-space2026.04 | 25.6 | 66.4 | 15.6 | — | |
| TAC_TURTLE2026.04 | 23.8 | 65.6 | 14.5 | — | |
| DeepClusterk (number of clusters)=250002020.05 | — | — | — | 28.1 | |
| MoCok (number of clusters)=250002020.05 | — | — | — | 28.5 | |
| PCLk (number of clusters)=250002020.05 | — | — | — | 41 |