K-Shot and Linear Probing Image Classification on SUN397 (test)
49.3Accuracy (K=5)HypCBM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HypCBMBackbone=HyCoCLIP-20M2026.05 | 49.3 | 58.3 | 65.7 | 69.9 | 71.3 | 72.3 | 75.9 | |
| HypCBMBackbone=HyCoCLIP-20M2026.05 | 49.3 | 58.3 | 65.7 | 69.9 | 71.3 | 72.3 | — | |
| LF-CBMBackbone=CLIP-20M2026.05 | 45.8 | 53.4 | 61.3 | 67 | 68.6 | 70.5 | 74.8 | |
| LF-CBMBackbone=CLIP-20M2026.05 | 45.8 | 53.4 | 61.3 | 67 | 68.6 | 70.5 | — | |
| LF-CBMBackbone=CLIP-400M2026.05 | 40 | 48 | 58.8 | 64.4 | 66.8 | 79 | 82.7 | |
| LF-CBMBackbone=CLIP-400M2026.05 | 40 | 48 | 58.8 | 64.4 | 66.8 | 79 | — | |
| LF-CBMBackbone=HyCoCLIP-20M2026.05 | 34.3 | 44.2 | 50.4 | 59.1 | 61.5 | 72.1 | 75.9 | |
| LF-CBMBackbone=HyCoCLIP-20M2026.05 | 34.3 | 44.2 | 50.4 | 59.1 | 61.5 | 72.1 | — | |
| LF-CBMBackbone=CLIPRE-400M2026.05 | 26.9 | 34.4 | 40.1 | 51.5 | 59.9 | 73.2 | — |