Image-Text-to-Text Retrieval on OVEN
57.8Recall@5V-Retrver-7B*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| V-Retrver-7B*Evaluation Protocol=Zero-shot, Training Condition=Held-out tasks (no exposure)2026.02 | 57.8 | 61.1 | |
| LamRA-7B*Evaluation Protocol=Zero-shot, Training Condition=Held-out tasks (no exposure)2026.02 | 46.9 | 50.9 | |
| CLIP-SFRetrieval Strategy=Embedding-based, Fusion Strategy=Score-level Fusion, Re-ranking=false, Retrieval Pool=Task-specific2025.03 | 45.5 | — | |
| UniIR-CLIP_SFEvaluation Protocol=Supervised2026.02 | 45.5 | 44.4 | |
| GENIUSRetrieval Strategy=Generative, Fusion Strategy=None, Re-ranking=true, Retrieval Pool=Task-specific2025.03 | 41.9 | — | |
| BLIP-FFRetrieval Strategy=Embedding-based, Fusion Strategy=Feature-level Fusion, Re-ranking=false, Retrieval Pool=Task-specific2025.03 | 41 | — | |
| UniIR-BLIP_FFEvaluation Protocol=Supervised2026.02 | 41 | 37 | |
| Vision-R1-7BEvaluation Protocol=Zero-shot2026.02 | 39.8 | 41.9 | |
| CLIP-SFApproach=Embedding-based, Fusion=SF2025.03 | 39.2 | — | |
| Qwen2.5-VL-7BEvaluation Protocol=Zero-shot2026.02 | 38.5 | 39.5 | |
| GENIUSApproach=Generative, Re-ranking=true2025.03 | 38 | — | |
| GENIUSRetrieval Strategy=Generative, Fusion Strategy=None, Re-ranking=false, Retrieval Pool=Task-specific2025.03 | 36.6 | — | |
| BLIP-FFApproach=Embedding-based, Fusion=FF2025.03 | 34.7 | — | |
| GENIUSApproach=Generative2025.03 | 34.6 | — |