Re-ranking on E-VQA
44.7Recall@1Ours
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OursCandidate pool size=top-202026.04 | 44.7 | 0.473 | 0.48 | 48.2 | 49.9 | 50.8 | |
| OMGMCandidate pool size=top-202026.04 | 42.8 | 0.473 | 0.5 | 55.7 | 58.1 | 58.7 | |
| EchoSightCandidate pool size=top-202026.04 | 36.5 | 0.402 | 0.423 | 47.9 | 48.8 | 48.8 | |
| Qwen2.5-7BCandidate pool size=top-202026.04 | 16.1 | 0.24 | 0.3 | 35.2 | 45.6 | 50.8 | |
| ReflectiVACandidate pool size=top-202026.04 | 15.6 | — | — | 36.1 | — | 49.8 | |
| Qwen2.5-3BCandidate pool size=top-202026.04 | 15.3 | 0.231 | 0.293 | 34.1 | 44.3 | 50.8 | |
| EVA-CLIPCandidate pool size=top-202026.04 | 14.2 | 0.224 | 0.289 | 33.4 | 47.4 | 50.8 | |
| CenterCandidate pool size=top-202026.04 | 7.5 | 0.143 | 0.22 | 20.1 | 31.5 | 50.8 | |
| Wiki-LLaVACandidate pool size=top-202026.04 | 3.3 | — | — | — | 9.9 | 13.2 | |
| RandomCandidate pool size=top-202026.04 | 1.2 | 0.06 | 0.16 | 5.9 | 20.7 | 50.8 |