Re-ranking on InfoSeek
66.5R@1Ours
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OursCandidate pool size=top-202026.04 | 66.5 | 0.706 | 0.732 | 78.2 | 80.2 | 81.7 | — | — | — | |
| OMGMCandidate pool size=top-202026.04 | 64 | 0.681 | 0.717 | 80.8 | 83.6 | 84.8 | — | — | — | |
| ReflectiVACandidate pool size=top-202026.04 | 56.1 | — | — | 77.6 | — | 86.4 | — | — | — | |
| Qwen2.5-7BCandidate pool size=top-202026.04 | 54.8 | 0.598 | 0.638 | 70.5 | 75.1 | 81.7 | — | — | — | |
| Qwen2.5-3BCandidate pool size=top-202026.04 | 54.1 | 0.582 | 0.618 | 68.8 | 74 | 81.7 | — | — | — | |
| EchoSightCandidate pool size=top-202026.04 | 53.2 | 0.586 | 0.631 | 74 | 77.4 | 77.9 | — | — | — | |
| EVA-CLIPCandidate pool size=top-202026.04 | 46.3 | 0.553 | 0.614 | 71.2 | 77.3 | 81.7 | — | — | — | |
| CenterCandidate pool size=top-202026.04 | 38.8 | 0.468 | 0.545 | 56.8 | 66.6 | 81.7 | — | — | — | |
| mR2AGCandidate pool size=top-202026.04 | 38 | — | — | — | 65 | 71 | — | — | — | |
| Wiki-LLaVACandidate pool size=top-202026.04 | 36.9 | — | — | — | 66.1 | 77.9 | — | — | — | |
| RandomCandidate pool size=top-202026.04 | 10.6 | 0.193 | 0.323 | 27.1 | 40.7 | 81.7 | — | — | — | |
| Center2026.04 | — | — | — | — | — | — | 47 | 70 | 82 | |
| EchoSight2026.04 | — | — | — | — | — | — | 68 | 95 | 99 | |
| EVA-CLIP2026.04 | — | — | — | — | — | — | 57 | 87 | 95 | |
| mR2AG2026.04 | — | — | — | — | — | — | 54 | — | 92 | |
| OMGM2026.04 | — | — | — | — | — | — | 75 | 95 | 99 | |
| Ours2026.04 | — | — | — | — | — | — | 81 | 96 | 98 | |
| Qwen2.5-3BModel Size=3B2026.04 | — | — | — | — | — | — | 69 | 84 | 91 | |
| Qwen2.5-7BModel Size=7B2026.04 | — | — | — | — | — | — | 70 | 86 | 92 | |
| Random2026.04 | — | — | — | — | — | — | 13 | 33 | 49 | |
| ReflectiVA2026.04 | — | — | — | — | — | — | 65 | 90 | — | |
| Wiki-LLaVA2026.04 | — | — | — | — | — | — | 47 | — | 85 |