Category-level retrieval on DomainNet coarse-grained
75.7Clipart Top-1 AccuracyHystar
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Hystarprotocol=zero-shot2026.05 | 75.7 | 86.4 | 65.8 | 78.1 | 65.5 | 78.3 | 19 | 29.9 | 43.7 | 59.3 | |
| VPTprotocol=zero-shot2026.05 | 71.7 | 81.6 | 62.5 | 73.8 | 61.7 | 73.3 | 14.5 | 22.6 | 40.6 | 54.9 | |
| FreestyleRetprotocol=zero-shot2026.05 | 69.5 | 80.3 | 60.5 | 73.5 | 63.7 | 75.7 | 12.2 | 18.7 | 43.1 | 58.7 | |
| LoRAprotocol=zero-shot2026.05 | 63 | 74.8 | 54.6 | 66.8 | 54.8 | 67.2 | 13.1 | 21.9 | 28.3 | 40.4 | |
| CLIPprotocol=zero-shot2026.05 | 60.9 | 77 | 49.1 | 67 | 59.2 | 75.2 | 9.1 | 15.8 | 41.2 | 60.3 |