Query-Based Image Retrieval on DSR
75.6Art Top-1 AccHystar
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Hystarbackbone=BLIP2026.05 | 75.6 | 98.1 | 91 | 99.8 | 98.8 | 99.9 | 82 | 99.6 | |
| Hystarbackbone=CLIP2026.05 | 75.2 | 97.9 | 90.2 | 99.3 | 98 | 99.4 | 70.9 | 97.5 | |
| FreestyleRetbackbone=BLIP2026.05 | 74.5 | 97.4 | 81.2 | 97.1 | 90.5 | 98.5 | 81.6 | 99.2 | |
| FreestyleRetbackbone=CLIP2026.05 | 71.4 | 97.8 | 80.6 | 97.4 | 86.4 | 97.9 | 69.9 | 97 | |
| LanguageBind2026.05 | 67.5 | 92.9 | 63.6 | 89.1 | 78.6 | 94.5 | 79.7 | 98.1 | |
| VPT2026.05 | 66.7 | 96.5 | 73.3 | 97 | 81.4 | 96 | 69.9 | 96.1 | |
| AdaptFormer2026.05 | 65.1 | 97 | 73.5 | 96.4 | 81.1 | 96.3 | 69.7 | 95.8 | |
| SSF2026.05 | 64.7 | 96.4 | 73 | 97 | 79.9 | 95.8 | 70.1 | 96.3 | |
| (IA)32026.05 | 64.3 | 96.8 | 71.8 | 95.7 | 80.9 | 96.1 | 70.1 | 96.6 | |
| LoRA2026.05 | 63.8 | 96.5 | 72.8 | 96.5 | 79.7 | 95.1 | 70.4 | 97.1 | |
| CLIP2026.05 | 58.5 | 93.7 | 47.5 | 77.3 | 45 | 75.7 | 66.1 | 94.7 | |
| CLIP*2026.05 | 58.2 | 90.4 | 63.6 | 93.6 | 78.8 | 97.1 | 72.2 | 96.4 | |
| ImageBind2026.05 | 58.2 | 86.3 | 50.8 | 79.4 | 79 | 96.7 | 71 | 95.5 | |
| BLIP*2026.05 | 51.1 | 85.3 | 67.1 | 90.9 | 77.2 | 95.8 | 74.3 | 95.3 |